Media room

Inference Network is the accountability layer for AI — making every output verifiable, private, and fair.

All
Paper
Conference
Partnership
Video
Update
Press
Green Fern

Mar 5, 2026

Article: When a Vision System Is Wrong

Without verification, society is forced to lean on institutional trust, corporate assurances, and narrative reconstructions drawn from mutable logs. With verification, it can lean on evidence: cryptographic, reproducible, and specific to each decision.

Green Fern

Mar 2, 2026

Article: When Pixels Decide the Payout

Inference Labs builds a proof-of-inference layer that plugs into existing vision pipelines – claims triage systems, rental damage scanners, platform trust stacks – without forcing teams to retrain or redeploy their models.

Green Fern

Feb 17, 2026

Quantum-Ready: Securing zkML for Q-day

A better explanation of what we’re building at Inference Labs and why it matters, it's important to understand quantum computing threats and how they relate to zero-knowledge proofs (ZKPs) and zero-knowledge cryptography.

Green Fern

Feb 13, 2026

Subnet-2 Website Rebrand

Meet the rebranded Subnet: the world’s fastest zkML proving cluster. Verifiable oracles for any computation via zero-knowledge circuits on Subnet 2.

Green Fern

Feb 6, 2026

Inference Labs <> Score

Computer vision is moving from analytics to action. Through this partnership, Score’s real-time vision models can now be verified at the inference level — ensuring that detection outputs used in markets, automation, and decision systems are provably correct.

Green Fern

Feb 2, 2026

Inference Labs <> OpenLedger

Inference Labs has teamed up with OpenLedger to develop infrastructure that ensures AI systems are transparent, auditable, and trustworthy.

Green Fern

Jan 29, 2026

TruthTensor: LLM Evaluation in Prediction Markets Under Drift and Market Baseline

Most LLM benchmarks assume the world is static. Reality isn’t. In TruthTensor, we evaluate models in live prediction markets under drift and show that models can follow instructions locally while violating them over time. Same prompts. Same data. Very different reasoning behaviour.

Green Fern

Jan 28, 2026

Building the Inference Network - 2025 Recap

2025 marked the moment verifiable AI became real infrastructure, with milestones like Subnet-2 surpassing 300M+ verifiable inferences, the launch of DSperse, JSTprove, and TruthTensor. This is what it looks like when research becomes reality—proving AI can be accountable.

Green Fern

Jan 26, 2026

Inference Labs <> VentureVerse

Inference Labs is proud to collaborate with VentureVerse to bring verifiable AI to real-world prediction markets, establishing a new foundation of trust for autonomous market systems.

Green Fern

Jan 9, 2026

Who's Accountable When Something Goes Wrong?

In this interview, Inference Lab's co-founder, Colin Gagich, dives into verifiable inference, cryptographic guarantees, and why trust is the missing layer for physical AI.

Green Fern

Jan 6, 2026

Trust You Can Prove: How Auditable Autonomy Could Prevent Disaster

As AI becomes more embedded in mission-critical infrastructure, unverifiable autonomy is no longer sustainable. Explore how auditable autonomy is creating trust in complex AI systems.

Green Fern

Jan 6, 2026

The Hitchbot Experiment: From Roadside Curiosity to Enterprise AI Security

Learn about Hitchbot, a robot whose experimental journey went on to shape our co-founder Colin Gagich's perception of trust and it's significance when dealing with AI outputs.

Green Fern

Dec 20, 2025

20,000+ Agents Live on TruthTensor

TruthTensor achieved 20,000+ agents trading, 20,000+ users building agents, and 300,000+ agent decisions in its first 6 days since launch.

Green Fern

Dec 17, 2025

A case study for Accountable Autonomy at Airports

Explore accountable autonomy at airports, applying verifiable AI and Proof of Inference to ensure transparent, cryptographically verified decisions in high-stakes aviation environments.

Green Fern

Dec 15, 2025

50,000+ Agents Live on TruthTensor

TruthTensor reached 50,000+ agents trading, 40,000+ users building agents, and 400,000+ agent decisions in its first 11 days since launch by December 15, 2025.

Green Fern

Dec 10, 2025

Guardrails for Autonomous Intelligence

In this exclusive interview, Ron Chan, Co-Founder & CEO of Inference Labs, reveals the origin story behind one of the most important problems in modern AI: verifiable inference.

Green Fern

Dec 10, 2025

Introducing DSperse 2.0

Inference Labs has officially launched DSperse 2.0, slicing models into DSIL files for independent compilation, execution, and verifiable proofs to scale better verification pipelines with reliability from commits.

Green Fern

Dec 9, 2025

TruthTensor Crucible - Season 1 Now Live!

Introducing TruthTensor – a platform from Inference Labs that enables users to easily launch their own AI agents to analyze and take positions on Polymarket.

Green Fern

Dec 4, 2025

TruthTensor is Live!

TruthTensor is live, enabling users to deploy AI agents in seconds to trade on Polymarket!

Green Fern

Dec 3, 2025

Subscription Robots

Subscription-based humanoid robots like NEO promise powerful in‑home assistance but also shift ownership and intelligence into centralized cloud services, creating serious challenges around user control, privacy, and trust.

Green Fern

Nov 26, 2025

Scaling Verifiable AI

Verifiable AI is rapidly becoming a practical requirement across regulated, high‑stakes industries.

Green Fern

Nov 13, 2025

Subnet-2 zk Proofs Generated 300 M

Inference Labs' Subnet-2 (SN2) surpassed 300 million zk proofs on November 13, 2025, advancing verifiable and accountable AI autonomy through distributed verification.

Green Fern

Nov 13, 2025

Our X Community is Live: Hitchbot’s Guide to the Galaxy

Hitchbot's Guide to the Galaxy A community built around the Inference Network, its mission, its technology, and the people shaping it.

Green Fern

Nov 7, 2025

DSperse: Revolutionizing zkML Proofs with Model Slicing

Discover DSperse, the innovative solution revolutionizing Zero-Knowledge Machine Learning (zkML) proofs through advanced model slicing.

Green Fern

Nov 3, 2025

What ZK Can (and Can’t) Do for AI

Zero-knowledge (ZK) and artificial intelligence (AI) have increasingly complemented each other to meet growing demands for privacy, transparency, and trust in digital systems.

Green Fern

Oct 30, 2025

Introducing JSTprove

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

JSTprove Goes Public: Bringing Verifiable AI to Everyone

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

DSperse Explained: Making Distributed AI Verifiable

What if every AI model could prove its own output? Meet DSperse, a new open-source toolkit from Inference Labs.

Green Fern

Oct 21, 2025

AI Content Watermarking is Broken: Cryptographic Proof as a Solution

AI content watermarks intended to authenticate AI-generated text, images, video, and more, can be easily removed or forged by tools and adversarial attacks, undermining their reliability.

Green Fern

Oct 8, 2025

The Real AI Crisis Is Verification

While large language models (LLMs) generating false AI model outputs (i.e., hallucinations) are a known problem in AI systems, the deeper and more serious challenge is the systemic lack of verifiability.

Green Fern

Oct 7, 2025

DSperse: A Framework for Targeted Verification in ZKML

Today we’re introducing something completely new: DSperse. It’s our framework for unbreakable AI — bringing strategic verification to machine learning. learn more from our whitepaper.

Green Fern

Sep 17, 2025

DSperse Overview: targeted, practical zero-knowledge for real ML inference

Meet DSperse, a modular framework that addresses this by targeted verification: rather than circuitizing an entire model, DSperse lets you circuitize and prove high-value subcomputations.

Green Fern

Sep 10, 2025

Why Every AI Startup Should Care About Verification

No matter how cutting-edge your AI, without provable, cryptographic trust, growth stalls dramatically and opportunities vanish.

Yellow Flower

Sep 8, 2025

Colin TechTO Speech

Colin Gagich shared his founder journey — from hitchBOT to building verifiable AI at Inference Labs. The energy in the room was amazing, and the support from Toronto’s tech community was truly inspiring.

Green Fern

Sep 4, 2025

The Dark Side of AI Benchmarking

AI benchmark leaderboards are cluttered with cherry-picked and sometimes fabricated results, eroding trust in reported performance. Understanding why this matters reveals how distorted metrics can be misleading.

Green Fern

Sep 3, 2025

Colin at Google's ZK & AI Summit

A few weeks ago, our co-founder Colin spoke at Google’s ZK & AI Summit. He shared why full-model zkML is hitting practical limits — and how we’re working on faster, lighter ways to solve this issue. Here’s a clip from his talk — with a glimpse of what’s coming next.

Green Fern

Aug 27, 2025

Model Authenticity in the Age of Open-Source AI

AI faces a growing credibility crisis — silent model swaps and opaque management are eroding trust when it matters most. Subnet 2 introduces real-time cryptographic verification, setting a new benchmark for dependable, accountable open-source AI.

Green Fern

Aug 6, 2025

The Identity Paradox

Reddit’s UK age verification relies on unverifiable trust, exposing sensitive data to third parties. True confidentiality requires verifiable Proof of Inference and zero-knowledge systems.

Green Fern

Aug 1, 2025

August Momentum

Our focus in August remains the same: scaling zkML proof volumes, refining distributed proving infrastructure, making verification practical for builders.

Green Fern

Jul 30, 2025

The Solution to the Deepfake Dilemma

Zero-knowledge proofs (ZKPs) improve the verifiability of media authenticity, ensuring content remains unaltered while preserving privacy.

Green Fern

Jul 29, 2025

The Hidden Cost of Centralized Inference

Your AI tool suddenly becomes slower and less accurate — no notice, no explanation, just a creeping sense that it’s no longer what you paid for.

Green Fern

Jul 26, 2025

Decrypt: Inference Labs Raises $6.3M

The recent strategic investment round featured follow-on participation from DACM and Delphi Ventures alongside new investments from Arche Capital and Lvna Capital. Read more details in Decrypt.

Green Fern

Jul 23, 2025

ZKP and the Road to a $10B Future

ZKPs exponentially improve the long term viability of AI, with the global zk-Proof market projected to reach more than $10 billion by 2030.

Green Fern

May 21, 2025

Trust in AI Is a Luxury We Can't Afford

If AI is going to shape our systems, it must also prove its reasoning. That’s what Proof of Inference provides. Read the full article by our Co-Founder Ron Chan in The Defiant.

Green Fern

May 12, 2025

Demand for Inference

At Inference Labs, we're building networks where Proof of Inference, integrity, and incentives are foundational — and our reasoning is as open as our circuits. We conducted a Q&A with Spencer, Colin, and Eric.

Green Fern

Apr 17, 2025

Inference Labs Featured in Forbes

AI agents are transforming digital systems by automating market analysis, optimization, and security, but they face computational limitations.

Green Fern

Mar 4, 2025

Trust & Permaweb on Medium

Get insights on how Inference Labs and AR.IO Are Advancing Permanent Storage Systems for AI. The value of AI inference hinges on the integrity of the data it processes.

Green Fern

Feb 7, 2025

Identity Verification without revealing ID

In this emerging era, privacy-centric protocols and distributed applications are setting the stage for breakthroughs in identity authentication, all without revealing sensitive details. Dive deeper on our Medium.

Green Fern

Jan 6, 2025

Inference Labs <> zkDOOM

We turned a Doom-playing AI agent into a verifiable system using zk-proofs—proving each move is honest, strategic, and tamper-proof in near real-time. Watch the demo and read the insights on our Medium.

Green Fern

Oct 18, 2024

Google HQ with Colin Gagich

Watch Colin Gagich, who is building the “SSL for AI models,” highlights how quickly top AI talent is joining the ecosystem.

Green Fern

Oct 15, 2024

Token2049 Singapore Sahara's AI w/ Ron Chan

Ron Chan joins Sahara's AI panel at TOKEN2049 Singapore to discuss verifiable AI and future-ready infrastructure. Watch the full session now on YouTube.

Green Fern

Apr 23, 2024

BetaKit: Labs secures $2.3M pre-seed funding.

Inference Labs has closed $2.3 million in pre-seed funding as it looks to make AI inference more accessible. The round was co-led by three investors: Digital Asset Capital Management, Mechanism Capital, and Delphi Ventures.

Green Fern

Apr 20, 2024

Ron Chan take on scaling AI verification

Watch our latest clip with cofounder Ron to learn how we're scaling AI verification.

PREVIOUS
NEXT
All
Paper
Conference
Partnership
Video
Update
Press
Green Fern

Mar 5, 2026

Article: When a Vision System Is Wrong

Without verification, society is forced to lean on institutional trust, corporate assurances, and narrative reconstructions drawn from mutable logs. With verification, it can lean on evidence: cryptographic, reproducible, and specific to each decision.

Green Fern

Mar 2, 2026

Article: When Pixels Decide the Payout

Inference Labs builds a proof-of-inference layer that plugs into existing vision pipelines – claims triage systems, rental damage scanners, platform trust stacks – without forcing teams to retrain or redeploy their models.

Green Fern

Feb 17, 2026

Quantum-Ready: Securing zkML for Q-day

A better explanation of what we’re building at Inference Labs and why it matters, it's important to understand quantum computing threats and how they relate to zero-knowledge proofs (ZKPs) and zero-knowledge cryptography.

Green Fern

Feb 13, 2026

Subnet-2 Website Rebrand

Meet the rebranded Subnet: the world’s fastest zkML proving cluster. Verifiable oracles for any computation via zero-knowledge circuits on Subnet 2.

Green Fern

Feb 6, 2026

Inference Labs <> Score

Computer vision is moving from analytics to action. Through this partnership, Score’s real-time vision models can now be verified at the inference level — ensuring that detection outputs used in markets, automation, and decision systems are provably correct.

Green Fern

Feb 2, 2026

Inference Labs <> OpenLedger

Inference Labs has teamed up with OpenLedger to develop infrastructure that ensures AI systems are transparent, auditable, and trustworthy.

Green Fern

Jan 29, 2026

TruthTensor: LLM Evaluation in Prediction Markets Under Drift and Market Baseline

Most LLM benchmarks assume the world is static. Reality isn’t. In TruthTensor, we evaluate models in live prediction markets under drift and show that models can follow instructions locally while violating them over time. Same prompts. Same data. Very different reasoning behaviour.

Green Fern

Jan 28, 2026

Building the Inference Network - 2025 Recap

2025 marked the moment verifiable AI became real infrastructure, with milestones like Subnet-2 surpassing 300M+ verifiable inferences, the launch of DSperse, JSTprove, and TruthTensor. This is what it looks like when research becomes reality—proving AI can be accountable.

Green Fern

Jan 26, 2026

Inference Labs <> VentureVerse

Inference Labs is proud to collaborate with VentureVerse to bring verifiable AI to real-world prediction markets, establishing a new foundation of trust for autonomous market systems.

Green Fern

Jan 9, 2026

Who's Accountable When Something Goes Wrong?

In this interview, Inference Lab's co-founder, Colin Gagich, dives into verifiable inference, cryptographic guarantees, and why trust is the missing layer for physical AI.

Green Fern

Jan 6, 2026

Trust You Can Prove: How Auditable Autonomy Could Prevent Disaster

As AI becomes more embedded in mission-critical infrastructure, unverifiable autonomy is no longer sustainable. Explore how auditable autonomy is creating trust in complex AI systems.

Green Fern

Jan 6, 2026

The Hitchbot Experiment: From Roadside Curiosity to Enterprise AI Security

Learn about Hitchbot, a robot whose experimental journey went on to shape our co-founder Colin Gagich's perception of trust and it's significance when dealing with AI outputs.

Green Fern

Dec 20, 2025

20,000+ Agents Live on TruthTensor

TruthTensor achieved 20,000+ agents trading, 20,000+ users building agents, and 300,000+ agent decisions in its first 6 days since launch.

Green Fern

Dec 17, 2025

A case study for Accountable Autonomy at Airports

Explore accountable autonomy at airports, applying verifiable AI and Proof of Inference to ensure transparent, cryptographically verified decisions in high-stakes aviation environments.

Green Fern

Dec 15, 2025

50,000+ Agents Live on TruthTensor

TruthTensor reached 50,000+ agents trading, 40,000+ users building agents, and 400,000+ agent decisions in its first 11 days since launch by December 15, 2025.

Green Fern

Dec 10, 2025

Guardrails for Autonomous Intelligence

In this exclusive interview, Ron Chan, Co-Founder & CEO of Inference Labs, reveals the origin story behind one of the most important problems in modern AI: verifiable inference.

Green Fern

Dec 10, 2025

Introducing DSperse 2.0

Inference Labs has officially launched DSperse 2.0, slicing models into DSIL files for independent compilation, execution, and verifiable proofs to scale better verification pipelines with reliability from commits.

Green Fern

Dec 9, 2025

TruthTensor Crucible - Season 1 Now Live!

Introducing TruthTensor – a platform from Inference Labs that enables users to easily launch their own AI agents to analyze and take positions on Polymarket.

Green Fern

Dec 4, 2025

TruthTensor is Live!

TruthTensor is live, enabling users to deploy AI agents in seconds to trade on Polymarket!

Green Fern

Dec 3, 2025

Subscription Robots

Subscription-based humanoid robots like NEO promise powerful in‑home assistance but also shift ownership and intelligence into centralized cloud services, creating serious challenges around user control, privacy, and trust.

Green Fern

Nov 26, 2025

Scaling Verifiable AI

Verifiable AI is rapidly becoming a practical requirement across regulated, high‑stakes industries.

Green Fern

Nov 13, 2025

Subnet-2 zk Proofs Generated 300 M

Inference Labs' Subnet-2 (SN2) surpassed 300 million zk proofs on November 13, 2025, advancing verifiable and accountable AI autonomy through distributed verification.

Green Fern

Nov 13, 2025

Our X Community is Live: Hitchbot’s Guide to the Galaxy

Hitchbot's Guide to the Galaxy A community built around the Inference Network, its mission, its technology, and the people shaping it.

Green Fern

Nov 7, 2025

DSperse: Revolutionizing zkML Proofs with Model Slicing

Discover DSperse, the innovative solution revolutionizing Zero-Knowledge Machine Learning (zkML) proofs through advanced model slicing.

Green Fern

Nov 3, 2025

What ZK Can (and Can’t) Do for AI

Zero-knowledge (ZK) and artificial intelligence (AI) have increasingly complemented each other to meet growing demands for privacy, transparency, and trust in digital systems.

Green Fern

Oct 30, 2025

Introducing JSTprove

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

JSTprove Goes Public: Bringing Verifiable AI to Everyone

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

DSperse Explained: Making Distributed AI Verifiable

What if every AI model could prove its own output? Meet DSperse, a new open-source toolkit from Inference Labs.

Green Fern

Oct 21, 2025

AI Content Watermarking is Broken: Cryptographic Proof as a Solution

AI content watermarks intended to authenticate AI-generated text, images, video, and more, can be easily removed or forged by tools and adversarial attacks, undermining their reliability.

Green Fern

Oct 8, 2025

The Real AI Crisis Is Verification

While large language models (LLMs) generating false AI model outputs (i.e., hallucinations) are a known problem in AI systems, the deeper and more serious challenge is the systemic lack of verifiability.

Green Fern

Oct 7, 2025

DSperse: A Framework for Targeted Verification in ZKML

Today we’re introducing something completely new: DSperse. It’s our framework for unbreakable AI — bringing strategic verification to machine learning. learn more from our whitepaper.

Green Fern

Sep 17, 2025

DSperse Overview: targeted, practical zero-knowledge for real ML inference

Meet DSperse, a modular framework that addresses this by targeted verification: rather than circuitizing an entire model, DSperse lets you circuitize and prove high-value subcomputations.

Green Fern

Sep 10, 2025

Why Every AI Startup Should Care About Verification

No matter how cutting-edge your AI, without provable, cryptographic trust, growth stalls dramatically and opportunities vanish.

Yellow Flower

Sep 8, 2025

Colin TechTO Speech

Colin Gagich shared his founder journey — from hitchBOT to building verifiable AI at Inference Labs. The energy in the room was amazing, and the support from Toronto’s tech community was truly inspiring.

Green Fern

Sep 4, 2025

The Dark Side of AI Benchmarking

AI benchmark leaderboards are cluttered with cherry-picked and sometimes fabricated results, eroding trust in reported performance. Understanding why this matters reveals how distorted metrics can be misleading.

Green Fern

Sep 3, 2025

Colin at Google's ZK & AI Summit

A few weeks ago, our co-founder Colin spoke at Google’s ZK & AI Summit. He shared why full-model zkML is hitting practical limits — and how we’re working on faster, lighter ways to solve this issue. Here’s a clip from his talk — with a glimpse of what’s coming next.

Green Fern

Aug 27, 2025

Model Authenticity in the Age of Open-Source AI

AI faces a growing credibility crisis — silent model swaps and opaque management are eroding trust when it matters most. Subnet 2 introduces real-time cryptographic verification, setting a new benchmark for dependable, accountable open-source AI.

Green Fern

Aug 6, 2025

The Identity Paradox

Reddit’s UK age verification relies on unverifiable trust, exposing sensitive data to third parties. True confidentiality requires verifiable Proof of Inference and zero-knowledge systems.

Green Fern

Aug 1, 2025

August Momentum

Our focus in August remains the same: scaling zkML proof volumes, refining distributed proving infrastructure, making verification practical for builders.

Green Fern

Jul 30, 2025

The Solution to the Deepfake Dilemma

Zero-knowledge proofs (ZKPs) improve the verifiability of media authenticity, ensuring content remains unaltered while preserving privacy.

Green Fern

Jul 29, 2025

The Hidden Cost of Centralized Inference

Your AI tool suddenly becomes slower and less accurate — no notice, no explanation, just a creeping sense that it’s no longer what you paid for.

Green Fern

Jul 26, 2025

Decrypt: Inference Labs Raises $6.3M

The recent strategic investment round featured follow-on participation from DACM and Delphi Ventures alongside new investments from Arche Capital and Lvna Capital. Read more details in Decrypt.

Green Fern

Jul 23, 2025

ZKP and the Road to a $10B Future

ZKPs exponentially improve the long term viability of AI, with the global zk-Proof market projected to reach more than $10 billion by 2030.

Green Fern

May 21, 2025

Trust in AI Is a Luxury We Can't Afford

If AI is going to shape our systems, it must also prove its reasoning. That’s what Proof of Inference provides. Read the full article by our Co-Founder Ron Chan in The Defiant.

Green Fern

May 12, 2025

Demand for Inference

At Inference Labs, we're building networks where Proof of Inference, integrity, and incentives are foundational — and our reasoning is as open as our circuits. We conducted a Q&A with Spencer, Colin, and Eric.

Green Fern

Apr 17, 2025

Inference Labs Featured in Forbes

AI agents are transforming digital systems by automating market analysis, optimization, and security, but they face computational limitations.

Green Fern

Mar 4, 2025

Trust & Permaweb on Medium

Get insights on how Inference Labs and AR.IO Are Advancing Permanent Storage Systems for AI. The value of AI inference hinges on the integrity of the data it processes.

Green Fern

Feb 7, 2025

Identity Verification without revealing ID

In this emerging era, privacy-centric protocols and distributed applications are setting the stage for breakthroughs in identity authentication, all without revealing sensitive details. Dive deeper on our Medium.

Green Fern

Jan 6, 2025

Inference Labs <> zkDOOM

We turned a Doom-playing AI agent into a verifiable system using zk-proofs—proving each move is honest, strategic, and tamper-proof in near real-time. Watch the demo and read the insights on our Medium.

Green Fern

Oct 18, 2024

Google HQ with Colin Gagich

Watch Colin Gagich, who is building the “SSL for AI models,” highlights how quickly top AI talent is joining the ecosystem.

Green Fern

Oct 15, 2024

Token2049 Singapore Sahara's AI w/ Ron Chan

Ron Chan joins Sahara's AI panel at TOKEN2049 Singapore to discuss verifiable AI and future-ready infrastructure. Watch the full session now on YouTube.

Green Fern

Apr 23, 2024

BetaKit: Labs secures $2.3M pre-seed funding.

Inference Labs has closed $2.3 million in pre-seed funding as it looks to make AI inference more accessible. The round was co-led by three investors: Digital Asset Capital Management, Mechanism Capital, and Delphi Ventures.

Green Fern

Apr 20, 2024

Ron Chan take on scaling AI verification

Watch our latest clip with cofounder Ron to learn how we're scaling AI verification.

PREVIOUS
NEXT
Green Fern

Mar 5, 2026

Article: When a Vision System Is Wrong

Without verification, society is forced to lean on institutional trust, corporate assurances, and narrative reconstructions drawn from mutable logs. With verification, it can lean on evidence: cryptographic, reproducible, and specific to each decision.

Green Fern

Mar 2, 2026

Article: When Pixels Decide the Payout

Inference Labs builds a proof-of-inference layer that plugs into existing vision pipelines – claims triage systems, rental damage scanners, platform trust stacks – without forcing teams to retrain or redeploy their models.

Green Fern

Feb 17, 2026

Quantum-Ready: Securing zkML for Q-day

A better explanation of what we’re building at Inference Labs and why it matters, it's important to understand quantum computing threats and how they relate to zero-knowledge proofs (ZKPs) and zero-knowledge cryptography.

Green Fern

Feb 13, 2026

Subnet-2 Website Rebrand

Meet the rebranded Subnet: the world’s fastest zkML proving cluster. Verifiable oracles for any computation via zero-knowledge circuits on Subnet 2.

Green Fern

Feb 6, 2026

Inference Labs <> Score

Computer vision is moving from analytics to action. Through this partnership, Score’s real-time vision models can now be verified at the inference level — ensuring that detection outputs used in markets, automation, and decision systems are provably correct.

Green Fern

Feb 2, 2026

Inference Labs <> OpenLedger

Inference Labs has teamed up with OpenLedger to develop infrastructure that ensures AI systems are transparent, auditable, and trustworthy.

Green Fern

Jan 29, 2026

TruthTensor: LLM Evaluation in Prediction Markets Under Drift and Market Baseline

Most LLM benchmarks assume the world is static. Reality isn’t. In TruthTensor, we evaluate models in live prediction markets under drift and show that models can follow instructions locally while violating them over time. Same prompts. Same data. Very different reasoning behaviour.

Green Fern

Jan 28, 2026

Building the Inference Network - 2025 Recap

2025 marked the moment verifiable AI became real infrastructure, with milestones like Subnet-2 surpassing 300M+ verifiable inferences, the launch of DSperse, JSTprove, and TruthTensor. This is what it looks like when research becomes reality—proving AI can be accountable.

Green Fern

Jan 26, 2026

Inference Labs <> VentureVerse

Inference Labs is proud to collaborate with VentureVerse to bring verifiable AI to real-world prediction markets, establishing a new foundation of trust for autonomous market systems.

Green Fern

Jan 9, 2026

Who's Accountable When Something Goes Wrong?

In this interview, Inference Lab's co-founder, Colin Gagich, dives into verifiable inference, cryptographic guarantees, and why trust is the missing layer for physical AI.

Green Fern

Jan 6, 2026

Trust You Can Prove: How Auditable Autonomy Could Prevent Disaster

As AI becomes more embedded in mission-critical infrastructure, unverifiable autonomy is no longer sustainable. Explore how auditable autonomy is creating trust in complex AI systems.

Green Fern

Jan 6, 2026

The Hitchbot Experiment: From Roadside Curiosity to Enterprise AI Security

Learn about Hitchbot, a robot whose experimental journey went on to shape our co-founder Colin Gagich's perception of trust and it's significance when dealing with AI outputs.

Green Fern

Dec 20, 2025

20,000+ Agents Live on TruthTensor

TruthTensor achieved 20,000+ agents trading, 20,000+ users building agents, and 300,000+ agent decisions in its first 6 days since launch.

Green Fern

Dec 17, 2025

A case study for Accountable Autonomy at Airports

Explore accountable autonomy at airports, applying verifiable AI and Proof of Inference to ensure transparent, cryptographically verified decisions in high-stakes aviation environments.

Green Fern

Dec 15, 2025

50,000+ Agents Live on TruthTensor

TruthTensor reached 50,000+ agents trading, 40,000+ users building agents, and 400,000+ agent decisions in its first 11 days since launch by December 15, 2025.

Green Fern

Dec 10, 2025

Guardrails for Autonomous Intelligence

In this exclusive interview, Ron Chan, Co-Founder & CEO of Inference Labs, reveals the origin story behind one of the most important problems in modern AI: verifiable inference.

Green Fern

Dec 10, 2025

Introducing DSperse 2.0

Inference Labs has officially launched DSperse 2.0, slicing models into DSIL files for independent compilation, execution, and verifiable proofs to scale better verification pipelines with reliability from commits.

Green Fern

Dec 9, 2025

TruthTensor Crucible - Season 1 Now Live!

Introducing TruthTensor – a platform from Inference Labs that enables users to easily launch their own AI agents to analyze and take positions on Polymarket.

Green Fern

Dec 4, 2025

TruthTensor is Live!

TruthTensor is live, enabling users to deploy AI agents in seconds to trade on Polymarket!

Green Fern

Dec 3, 2025

Subscription Robots

Subscription-based humanoid robots like NEO promise powerful in‑home assistance but also shift ownership and intelligence into centralized cloud services, creating serious challenges around user control, privacy, and trust.

Green Fern

Nov 26, 2025

Scaling Verifiable AI

Verifiable AI is rapidly becoming a practical requirement across regulated, high‑stakes industries.

Green Fern

Nov 13, 2025

Subnet-2 zk Proofs Generated 300 M

Inference Labs' Subnet-2 (SN2) surpassed 300 million zk proofs on November 13, 2025, advancing verifiable and accountable AI autonomy through distributed verification.

Green Fern

Nov 13, 2025

Our X Community is Live: Hitchbot’s Guide to the Galaxy

Hitchbot's Guide to the Galaxy A community built around the Inference Network, its mission, its technology, and the people shaping it.

Green Fern

Nov 7, 2025

DSperse: Revolutionizing zkML Proofs with Model Slicing

Discover DSperse, the innovative solution revolutionizing Zero-Knowledge Machine Learning (zkML) proofs through advanced model slicing.

Green Fern

Nov 3, 2025

What ZK Can (and Can’t) Do for AI

Zero-knowledge (ZK) and artificial intelligence (AI) have increasingly complemented each other to meet growing demands for privacy, transparency, and trust in digital systems.

Green Fern

Oct 30, 2025

Introducing JSTprove

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

JSTprove Goes Public: Bringing Verifiable AI to Everyone

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

DSperse Explained: Making Distributed AI Verifiable

What if every AI model could prove its own output? Meet DSperse, a new open-source toolkit from Inference Labs.

Green Fern

Oct 21, 2025

AI Content Watermarking is Broken: Cryptographic Proof as a Solution

AI content watermarks intended to authenticate AI-generated text, images, video, and more, can be easily removed or forged by tools and adversarial attacks, undermining their reliability.

Green Fern

Oct 8, 2025

The Real AI Crisis Is Verification

While large language models (LLMs) generating false AI model outputs (i.e., hallucinations) are a known problem in AI systems, the deeper and more serious challenge is the systemic lack of verifiability.

Green Fern

Oct 7, 2025

DSperse: A Framework for Targeted Verification in ZKML

Today we’re introducing something completely new: DSperse. It’s our framework for unbreakable AI — bringing strategic verification to machine learning. learn more from our whitepaper.

Green Fern

Sep 17, 2025

DSperse Overview: targeted, practical zero-knowledge for real ML inference

Meet DSperse, a modular framework that addresses this by targeted verification: rather than circuitizing an entire model, DSperse lets you circuitize and prove high-value subcomputations.

Green Fern

Sep 10, 2025

Why Every AI Startup Should Care About Verification

No matter how cutting-edge your AI, without provable, cryptographic trust, growth stalls dramatically and opportunities vanish.

Yellow Flower

Sep 8, 2025

Colin TechTO Speech

Colin Gagich shared his founder journey — from hitchBOT to building verifiable AI at Inference Labs. The energy in the room was amazing, and the support from Toronto’s tech community was truly inspiring.

Green Fern

Sep 4, 2025

The Dark Side of AI Benchmarking

AI benchmark leaderboards are cluttered with cherry-picked and sometimes fabricated results, eroding trust in reported performance. Understanding why this matters reveals how distorted metrics can be misleading.

Green Fern

Sep 3, 2025

Colin at Google's ZK & AI Summit

A few weeks ago, our co-founder Colin spoke at Google’s ZK & AI Summit. He shared why full-model zkML is hitting practical limits — and how we’re working on faster, lighter ways to solve this issue. Here’s a clip from his talk — with a glimpse of what’s coming next.

Green Fern

Aug 27, 2025

Model Authenticity in the Age of Open-Source AI

AI faces a growing credibility crisis — silent model swaps and opaque management are eroding trust when it matters most. Subnet 2 introduces real-time cryptographic verification, setting a new benchmark for dependable, accountable open-source AI.

Green Fern

Aug 6, 2025

The Identity Paradox

Reddit’s UK age verification relies on unverifiable trust, exposing sensitive data to third parties. True confidentiality requires verifiable Proof of Inference and zero-knowledge systems.

Green Fern

Aug 1, 2025

August Momentum

Our focus in August remains the same: scaling zkML proof volumes, refining distributed proving infrastructure, making verification practical for builders.

Green Fern

Jul 30, 2025

The Solution to the Deepfake Dilemma

Zero-knowledge proofs (ZKPs) improve the verifiability of media authenticity, ensuring content remains unaltered while preserving privacy.

Green Fern

Jul 29, 2025

The Hidden Cost of Centralized Inference

Your AI tool suddenly becomes slower and less accurate — no notice, no explanation, just a creeping sense that it’s no longer what you paid for.

Green Fern

Jul 26, 2025

Decrypt: Inference Labs Raises $6.3M

The recent strategic investment round featured follow-on participation from DACM and Delphi Ventures alongside new investments from Arche Capital and Lvna Capital. Read more details in Decrypt.

Green Fern

Jul 23, 2025

ZKP and the Road to a $10B Future

ZKPs exponentially improve the long term viability of AI, with the global zk-Proof market projected to reach more than $10 billion by 2030.

Green Fern

May 21, 2025

Trust in AI Is a Luxury We Can't Afford

If AI is going to shape our systems, it must also prove its reasoning. That’s what Proof of Inference provides. Read the full article by our Co-Founder Ron Chan in The Defiant.

Green Fern

May 12, 2025

Demand for Inference

At Inference Labs, we're building networks where Proof of Inference, integrity, and incentives are foundational — and our reasoning is as open as our circuits. We conducted a Q&A with Spencer, Colin, and Eric.

Green Fern

Apr 17, 2025

Inference Labs Featured in Forbes

AI agents are transforming digital systems by automating market analysis, optimization, and security, but they face computational limitations.

Green Fern

Mar 4, 2025

Trust & Permaweb on Medium

Get insights on how Inference Labs and AR.IO Are Advancing Permanent Storage Systems for AI. The value of AI inference hinges on the integrity of the data it processes.

Green Fern

Feb 7, 2025

Identity Verification without revealing ID

In this emerging era, privacy-centric protocols and distributed applications are setting the stage for breakthroughs in identity authentication, all without revealing sensitive details. Dive deeper on our Medium.

Green Fern

Jan 6, 2025

Inference Labs <> zkDOOM

We turned a Doom-playing AI agent into a verifiable system using zk-proofs—proving each move is honest, strategic, and tamper-proof in near real-time. Watch the demo and read the insights on our Medium.

Green Fern

Oct 18, 2024

Google HQ with Colin Gagich

Watch Colin Gagich, who is building the “SSL for AI models,” highlights how quickly top AI talent is joining the ecosystem.

Green Fern

Oct 15, 2024

Token2049 Singapore Sahara's AI w/ Ron Chan

Ron Chan joins Sahara's AI panel at TOKEN2049 Singapore to discuss verifiable AI and future-ready infrastructure. Watch the full session now on YouTube.

Green Fern

Apr 23, 2024

BetaKit: Labs secures $2.3M pre-seed funding.

Inference Labs has closed $2.3 million in pre-seed funding as it looks to make AI inference more accessible. The round was co-led by three investors: Digital Asset Capital Management, Mechanism Capital, and Delphi Ventures.

Green Fern

Apr 20, 2024

Ron Chan take on scaling AI verification

Watch our latest clip with cofounder Ron to learn how we're scaling AI verification.

PREVIOUS
NEXT
All
Paper
Conference
Partnership
Video
Update
Press
Green Fern

Mar 5, 2026

Article: When a Vision System Is Wrong

Without verification, society is forced to lean on institutional trust, corporate assurances, and narrative reconstructions drawn from mutable logs. With verification, it can lean on evidence: cryptographic, reproducible, and specific to each decision.

Green Fern

Mar 2, 2026

Article: When Pixels Decide the Payout

Inference Labs builds a proof-of-inference layer that plugs into existing vision pipelines – claims triage systems, rental damage scanners, platform trust stacks – without forcing teams to retrain or redeploy their models.

Green Fern

Feb 17, 2026

Quantum-Ready: Securing zkML for Q-day

A better explanation of what we’re building at Inference Labs and why it matters, it's important to understand quantum computing threats and how they relate to zero-knowledge proofs (ZKPs) and zero-knowledge cryptography.

Green Fern

Feb 13, 2026

Subnet-2 Website Rebrand

Meet the rebranded Subnet: the world’s fastest zkML proving cluster. Verifiable oracles for any computation via zero-knowledge circuits on Subnet 2.

Green Fern

Feb 6, 2026

Inference Labs <> Score

Computer vision is moving from analytics to action. Through this partnership, Score’s real-time vision models can now be verified at the inference level — ensuring that detection outputs used in markets, automation, and decision systems are provably correct.

Green Fern

Feb 2, 2026

Inference Labs <> OpenLedger

Inference Labs has teamed up with OpenLedger to develop infrastructure that ensures AI systems are transparent, auditable, and trustworthy.

Green Fern

Jan 29, 2026

TruthTensor: LLM Evaluation in Prediction Markets Under Drift and Market Baseline

Most LLM benchmarks assume the world is static. Reality isn’t. In TruthTensor, we evaluate models in live prediction markets under drift and show that models can follow instructions locally while violating them over time. Same prompts. Same data. Very different reasoning behaviour.

Green Fern

Jan 28, 2026

Building the Inference Network - 2025 Recap

2025 marked the moment verifiable AI became real infrastructure, with milestones like Subnet-2 surpassing 300M+ verifiable inferences, the launch of DSperse, JSTprove, and TruthTensor. This is what it looks like when research becomes reality—proving AI can be accountable.

Green Fern

Jan 26, 2026

Inference Labs <> VentureVerse

Inference Labs is proud to collaborate with VentureVerse to bring verifiable AI to real-world prediction markets, establishing a new foundation of trust for autonomous market systems.

Green Fern

Jan 9, 2026

Who's Accountable When Something Goes Wrong?

In this interview, Inference Lab's co-founder, Colin Gagich, dives into verifiable inference, cryptographic guarantees, and why trust is the missing layer for physical AI.

Green Fern

Jan 6, 2026

Trust You Can Prove: How Auditable Autonomy Could Prevent Disaster

As AI becomes more embedded in mission-critical infrastructure, unverifiable autonomy is no longer sustainable. Explore how auditable autonomy is creating trust in complex AI systems.

Green Fern

Jan 6, 2026

The Hitchbot Experiment: From Roadside Curiosity to Enterprise AI Security

Learn about Hitchbot, a robot whose experimental journey went on to shape our co-founder Colin Gagich's perception of trust and it's significance when dealing with AI outputs.

Green Fern

Dec 20, 2025

20,000+ Agents Live on TruthTensor

TruthTensor achieved 20,000+ agents trading, 20,000+ users building agents, and 300,000+ agent decisions in its first 6 days since launch.

Green Fern

Dec 17, 2025

A case study for Accountable Autonomy at Airports

Explore accountable autonomy at airports, applying verifiable AI and Proof of Inference to ensure transparent, cryptographically verified decisions in high-stakes aviation environments.

Green Fern

Dec 15, 2025

50,000+ Agents Live on TruthTensor

TruthTensor reached 50,000+ agents trading, 40,000+ users building agents, and 400,000+ agent decisions in its first 11 days since launch by December 15, 2025.

Green Fern

Dec 10, 2025

Guardrails for Autonomous Intelligence

In this exclusive interview, Ron Chan, Co-Founder & CEO of Inference Labs, reveals the origin story behind one of the most important problems in modern AI: verifiable inference.

Green Fern

Dec 10, 2025

Introducing DSperse 2.0

Inference Labs has officially launched DSperse 2.0, slicing models into DSIL files for independent compilation, execution, and verifiable proofs to scale better verification pipelines with reliability from commits.

Green Fern

Dec 9, 2025

TruthTensor Crucible - Season 1 Now Live!

Introducing TruthTensor – a platform from Inference Labs that enables users to easily launch their own AI agents to analyze and take positions on Polymarket.

Green Fern

Dec 4, 2025

TruthTensor is Live!

TruthTensor is live, enabling users to deploy AI agents in seconds to trade on Polymarket!

Green Fern

Dec 3, 2025

Subscription Robots

Subscription-based humanoid robots like NEO promise powerful in‑home assistance but also shift ownership and intelligence into centralized cloud services, creating serious challenges around user control, privacy, and trust.

Green Fern

Nov 26, 2025

Scaling Verifiable AI

Verifiable AI is rapidly becoming a practical requirement across regulated, high‑stakes industries.

Green Fern

Nov 13, 2025

Subnet-2 zk Proofs Generated 300 M

Inference Labs' Subnet-2 (SN2) surpassed 300 million zk proofs on November 13, 2025, advancing verifiable and accountable AI autonomy through distributed verification.

Green Fern

Nov 13, 2025

Our X Community is Live: Hitchbot’s Guide to the Galaxy

Hitchbot's Guide to the Galaxy A community built around the Inference Network, its mission, its technology, and the people shaping it.

Green Fern

Nov 7, 2025

DSperse: Revolutionizing zkML Proofs with Model Slicing

Discover DSperse, the innovative solution revolutionizing Zero-Knowledge Machine Learning (zkML) proofs through advanced model slicing.

Green Fern

Nov 3, 2025

What ZK Can (and Can’t) Do for AI

Zero-knowledge (ZK) and artificial intelligence (AI) have increasingly complemented each other to meet growing demands for privacy, transparency, and trust in digital systems.

Green Fern

Oct 30, 2025

Introducing JSTprove

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

JSTprove Goes Public: Bringing Verifiable AI to Everyone

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

DSperse Explained: Making Distributed AI Verifiable

What if every AI model could prove its own output? Meet DSperse, a new open-source toolkit from Inference Labs.

Green Fern

Oct 21, 2025

AI Content Watermarking is Broken: Cryptographic Proof as a Solution

AI content watermarks intended to authenticate AI-generated text, images, video, and more, can be easily removed or forged by tools and adversarial attacks, undermining their reliability.

Green Fern

Oct 8, 2025

The Real AI Crisis Is Verification

While large language models (LLMs) generating false AI model outputs (i.e., hallucinations) are a known problem in AI systems, the deeper and more serious challenge is the systemic lack of verifiability.

Green Fern

Oct 7, 2025

DSperse: A Framework for Targeted Verification in ZKML

Today we’re introducing something completely new: DSperse. It’s our framework for unbreakable AI — bringing strategic verification to machine learning. learn more from our whitepaper.

Green Fern

Sep 17, 2025

DSperse Overview: targeted, practical zero-knowledge for real ML inference

Meet DSperse, a modular framework that addresses this by targeted verification: rather than circuitizing an entire model, DSperse lets you circuitize and prove high-value subcomputations.

Green Fern

Sep 10, 2025

Why Every AI Startup Should Care About Verification

No matter how cutting-edge your AI, without provable, cryptographic trust, growth stalls dramatically and opportunities vanish.

Yellow Flower

Sep 8, 2025

Colin TechTO Speech

Colin Gagich shared his founder journey — from hitchBOT to building verifiable AI at Inference Labs. The energy in the room was amazing, and the support from Toronto’s tech community was truly inspiring.

Green Fern

Sep 4, 2025

The Dark Side of AI Benchmarking

AI benchmark leaderboards are cluttered with cherry-picked and sometimes fabricated results, eroding trust in reported performance. Understanding why this matters reveals how distorted metrics can be misleading.

Green Fern

Sep 3, 2025

Colin at Google's ZK & AI Summit

A few weeks ago, our co-founder Colin spoke at Google’s ZK & AI Summit. He shared why full-model zkML is hitting practical limits — and how we’re working on faster, lighter ways to solve this issue. Here’s a clip from his talk — with a glimpse of what’s coming next.

Green Fern

Aug 27, 2025

Model Authenticity in the Age of Open-Source AI

AI faces a growing credibility crisis — silent model swaps and opaque management are eroding trust when it matters most. Subnet 2 introduces real-time cryptographic verification, setting a new benchmark for dependable, accountable open-source AI.

Green Fern

Aug 6, 2025

The Identity Paradox

Reddit’s UK age verification relies on unverifiable trust, exposing sensitive data to third parties. True confidentiality requires verifiable Proof of Inference and zero-knowledge systems.

Green Fern

Aug 1, 2025

August Momentum

Our focus in August remains the same: scaling zkML proof volumes, refining distributed proving infrastructure, making verification practical for builders.

Green Fern

Jul 30, 2025

The Solution to the Deepfake Dilemma

Zero-knowledge proofs (ZKPs) improve the verifiability of media authenticity, ensuring content remains unaltered while preserving privacy.

Green Fern

Jul 29, 2025

The Hidden Cost of Centralized Inference

Your AI tool suddenly becomes slower and less accurate — no notice, no explanation, just a creeping sense that it’s no longer what you paid for.

Green Fern

Jul 26, 2025

Decrypt: Inference Labs Raises $6.3M

The recent strategic investment round featured follow-on participation from DACM and Delphi Ventures alongside new investments from Arche Capital and Lvna Capital. Read more details in Decrypt.

Green Fern

Jul 23, 2025

ZKP and the Road to a $10B Future

ZKPs exponentially improve the long term viability of AI, with the global zk-Proof market projected to reach more than $10 billion by 2030.

Green Fern

May 21, 2025

Trust in AI Is a Luxury We Can't Afford

If AI is going to shape our systems, it must also prove its reasoning. That’s what Proof of Inference provides. Read the full article by our Co-Founder Ron Chan in The Defiant.

Green Fern

May 12, 2025

Demand for Inference

At Inference Labs, we're building networks where Proof of Inference, integrity, and incentives are foundational — and our reasoning is as open as our circuits. We conducted a Q&A with Spencer, Colin, and Eric.

Green Fern

Apr 17, 2025

Inference Labs Featured in Forbes

AI agents are transforming digital systems by automating market analysis, optimization, and security, but they face computational limitations.

Green Fern

Mar 4, 2025

Trust & Permaweb on Medium

Get insights on how Inference Labs and AR.IO Are Advancing Permanent Storage Systems for AI. The value of AI inference hinges on the integrity of the data it processes.

Green Fern

Feb 7, 2025

Identity Verification without revealing ID

In this emerging era, privacy-centric protocols and distributed applications are setting the stage for breakthroughs in identity authentication, all without revealing sensitive details. Dive deeper on our Medium.

Green Fern

Jan 6, 2025

Inference Labs <> zkDOOM

We turned a Doom-playing AI agent into a verifiable system using zk-proofs—proving each move is honest, strategic, and tamper-proof in near real-time. Watch the demo and read the insights on our Medium.

Green Fern

Oct 18, 2024

Google HQ with Colin Gagich

Watch Colin Gagich, who is building the “SSL for AI models,” highlights how quickly top AI talent is joining the ecosystem.

Green Fern

Oct 15, 2024

Token2049 Singapore Sahara's AI w/ Ron Chan

Ron Chan joins Sahara's AI panel at TOKEN2049 Singapore to discuss verifiable AI and future-ready infrastructure. Watch the full session now on YouTube.

Green Fern

Apr 23, 2024

BetaKit: Labs secures $2.3M pre-seed funding.

Inference Labs has closed $2.3 million in pre-seed funding as it looks to make AI inference more accessible. The round was co-led by three investors: Digital Asset Capital Management, Mechanism Capital, and Delphi Ventures.

Green Fern

Apr 20, 2024

Ron Chan take on scaling AI verification

Watch our latest clip with cofounder Ron to learn how we're scaling AI verification.

PREVIOUS
NEXT
All
Paper
Conference
Partnership
Video
Update
Press
Green Fern

Mar 5, 2026

Article: When a Vision System Is Wrong

Without verification, society is forced to lean on institutional trust, corporate assurances, and narrative reconstructions drawn from mutable logs. With verification, it can lean on evidence: cryptographic, reproducible, and specific to each decision.

Green Fern

Mar 2, 2026

Article: When Pixels Decide the Payout

Inference Labs builds a proof-of-inference layer that plugs into existing vision pipelines – claims triage systems, rental damage scanners, platform trust stacks – without forcing teams to retrain or redeploy their models.

Green Fern

Feb 17, 2026

Quantum-Ready: Securing zkML for Q-day

A better explanation of what we’re building at Inference Labs and why it matters, it's important to understand quantum computing threats and how they relate to zero-knowledge proofs (ZKPs) and zero-knowledge cryptography.

Green Fern

Feb 13, 2026

Subnet-2 Website Rebrand

Meet the rebranded Subnet: the world’s fastest zkML proving cluster. Verifiable oracles for any computation via zero-knowledge circuits on Subnet 2.

Green Fern

Feb 6, 2026

Inference Labs <> Score

Computer vision is moving from analytics to action. Through this partnership, Score’s real-time vision models can now be verified at the inference level — ensuring that detection outputs used in markets, automation, and decision systems are provably correct.

Green Fern

Feb 2, 2026

Inference Labs <> OpenLedger

Inference Labs has teamed up with OpenLedger to develop infrastructure that ensures AI systems are transparent, auditable, and trustworthy.

Green Fern

Jan 29, 2026

TruthTensor: LLM Evaluation in Prediction Markets Under Drift and Market Baseline

Most LLM benchmarks assume the world is static. Reality isn’t. In TruthTensor, we evaluate models in live prediction markets under drift and show that models can follow instructions locally while violating them over time. Same prompts. Same data. Very different reasoning behaviour.

Green Fern

Jan 28, 2026

Building the Inference Network - 2025 Recap

2025 marked the moment verifiable AI became real infrastructure, with milestones like Subnet-2 surpassing 300M+ verifiable inferences, the launch of DSperse, JSTprove, and TruthTensor. This is what it looks like when research becomes reality—proving AI can be accountable.

Green Fern

Jan 26, 2026

Inference Labs <> VentureVerse

Inference Labs is proud to collaborate with VentureVerse to bring verifiable AI to real-world prediction markets, establishing a new foundation of trust for autonomous market systems.

Green Fern

Jan 9, 2026

Who's Accountable When Something Goes Wrong?

In this interview, Inference Lab's co-founder, Colin Gagich, dives into verifiable inference, cryptographic guarantees, and why trust is the missing layer for physical AI.

Green Fern

Jan 6, 2026

Trust You Can Prove: How Auditable Autonomy Could Prevent Disaster

As AI becomes more embedded in mission-critical infrastructure, unverifiable autonomy is no longer sustainable. Explore how auditable autonomy is creating trust in complex AI systems.

Green Fern

Jan 6, 2026

The Hitchbot Experiment: From Roadside Curiosity to Enterprise AI Security

Learn about Hitchbot, a robot whose experimental journey went on to shape our co-founder Colin Gagich's perception of trust and it's significance when dealing with AI outputs.

Green Fern

Dec 20, 2025

20,000+ Agents Live on TruthTensor

TruthTensor achieved 20,000+ agents trading, 20,000+ users building agents, and 300,000+ agent decisions in its first 6 days since launch.

Green Fern

Dec 17, 2025

A case study for Accountable Autonomy at Airports

Explore accountable autonomy at airports, applying verifiable AI and Proof of Inference to ensure transparent, cryptographically verified decisions in high-stakes aviation environments.

Green Fern

Dec 15, 2025

50,000+ Agents Live on TruthTensor

TruthTensor reached 50,000+ agents trading, 40,000+ users building agents, and 400,000+ agent decisions in its first 11 days since launch by December 15, 2025.

Green Fern

Dec 10, 2025

Guardrails for Autonomous Intelligence

In this exclusive interview, Ron Chan, Co-Founder & CEO of Inference Labs, reveals the origin story behind one of the most important problems in modern AI: verifiable inference.

Green Fern

Dec 10, 2025

Introducing DSperse 2.0

Inference Labs has officially launched DSperse 2.0, slicing models into DSIL files for independent compilation, execution, and verifiable proofs to scale better verification pipelines with reliability from commits.

Green Fern

Dec 9, 2025

TruthTensor Crucible - Season 1 Now Live!

Introducing TruthTensor – a platform from Inference Labs that enables users to easily launch their own AI agents to analyze and take positions on Polymarket.

Green Fern

Dec 4, 2025

TruthTensor is Live!

TruthTensor is live, enabling users to deploy AI agents in seconds to trade on Polymarket!

Green Fern

Dec 3, 2025

Subscription Robots

Subscription-based humanoid robots like NEO promise powerful in‑home assistance but also shift ownership and intelligence into centralized cloud services, creating serious challenges around user control, privacy, and trust.

Green Fern

Nov 26, 2025

Scaling Verifiable AI

Verifiable AI is rapidly becoming a practical requirement across regulated, high‑stakes industries.

Green Fern

Nov 13, 2025

Subnet-2 zk Proofs Generated 300 M

Inference Labs' Subnet-2 (SN2) surpassed 300 million zk proofs on November 13, 2025, advancing verifiable and accountable AI autonomy through distributed verification.

Green Fern

Nov 13, 2025

Our X Community is Live: Hitchbot’s Guide to the Galaxy

Hitchbot's Guide to the Galaxy A community built around the Inference Network, its mission, its technology, and the people shaping it.

Green Fern

Nov 7, 2025

DSperse: Revolutionizing zkML Proofs with Model Slicing

Discover DSperse, the innovative solution revolutionizing Zero-Knowledge Machine Learning (zkML) proofs through advanced model slicing.

Green Fern

Nov 3, 2025

What ZK Can (and Can’t) Do for AI

Zero-knowledge (ZK) and artificial intelligence (AI) have increasingly complemented each other to meet growing demands for privacy, transparency, and trust in digital systems.

Green Fern

Oct 30, 2025

Introducing JSTprove

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

JSTprove Goes Public: Bringing Verifiable AI to Everyone

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

DSperse Explained: Making Distributed AI Verifiable

What if every AI model could prove its own output? Meet DSperse, a new open-source toolkit from Inference Labs.

Green Fern

Oct 21, 2025

AI Content Watermarking is Broken: Cryptographic Proof as a Solution

AI content watermarks intended to authenticate AI-generated text, images, video, and more, can be easily removed or forged by tools and adversarial attacks, undermining their reliability.

Green Fern

Oct 8, 2025

The Real AI Crisis Is Verification

While large language models (LLMs) generating false AI model outputs (i.e., hallucinations) are a known problem in AI systems, the deeper and more serious challenge is the systemic lack of verifiability.

Green Fern

Oct 7, 2025

DSperse: A Framework for Targeted Verification in ZKML

Today we’re introducing something completely new: DSperse. It’s our framework for unbreakable AI — bringing strategic verification to machine learning. learn more from our whitepaper.

Green Fern

Sep 17, 2025

DSperse Overview: targeted, practical zero-knowledge for real ML inference

Meet DSperse, a modular framework that addresses this by targeted verification: rather than circuitizing an entire model, DSperse lets you circuitize and prove high-value subcomputations.

Green Fern

Sep 10, 2025

Why Every AI Startup Should Care About Verification

No matter how cutting-edge your AI, without provable, cryptographic trust, growth stalls dramatically and opportunities vanish.

Yellow Flower

Sep 8, 2025

Colin TechTO Speech

Colin Gagich shared his founder journey — from hitchBOT to building verifiable AI at Inference Labs. The energy in the room was amazing, and the support from Toronto’s tech community was truly inspiring.

Green Fern

Sep 4, 2025

The Dark Side of AI Benchmarking

AI benchmark leaderboards are cluttered with cherry-picked and sometimes fabricated results, eroding trust in reported performance. Understanding why this matters reveals how distorted metrics can be misleading.

Green Fern

Sep 3, 2025

Colin at Google's ZK & AI Summit

A few weeks ago, our co-founder Colin spoke at Google’s ZK & AI Summit. He shared why full-model zkML is hitting practical limits — and how we’re working on faster, lighter ways to solve this issue. Here’s a clip from his talk — with a glimpse of what’s coming next.

Green Fern

Aug 27, 2025

Model Authenticity in the Age of Open-Source AI

AI faces a growing credibility crisis — silent model swaps and opaque management are eroding trust when it matters most. Subnet 2 introduces real-time cryptographic verification, setting a new benchmark for dependable, accountable open-source AI.

Green Fern

Aug 6, 2025

The Identity Paradox

Reddit’s UK age verification relies on unverifiable trust, exposing sensitive data to third parties. True confidentiality requires verifiable Proof of Inference and zero-knowledge systems.

Green Fern

Aug 1, 2025

August Momentum

Our focus in August remains the same: scaling zkML proof volumes, refining distributed proving infrastructure, making verification practical for builders.

Green Fern

Jul 30, 2025

The Solution to the Deepfake Dilemma

Zero-knowledge proofs (ZKPs) improve the verifiability of media authenticity, ensuring content remains unaltered while preserving privacy.

Green Fern

Jul 29, 2025

The Hidden Cost of Centralized Inference

Your AI tool suddenly becomes slower and less accurate — no notice, no explanation, just a creeping sense that it’s no longer what you paid for.

Green Fern

Jul 26, 2025

Decrypt: Inference Labs Raises $6.3M

The recent strategic investment round featured follow-on participation from DACM and Delphi Ventures alongside new investments from Arche Capital and Lvna Capital. Read more details in Decrypt.

Green Fern

Jul 23, 2025

ZKP and the Road to a $10B Future

ZKPs exponentially improve the long term viability of AI, with the global zk-Proof market projected to reach more than $10 billion by 2030.

Green Fern

May 21, 2025

Trust in AI Is a Luxury We Can't Afford

If AI is going to shape our systems, it must also prove its reasoning. That’s what Proof of Inference provides. Read the full article by our Co-Founder Ron Chan in The Defiant.

Green Fern

May 12, 2025

Demand for Inference

At Inference Labs, we're building networks where Proof of Inference, integrity, and incentives are foundational — and our reasoning is as open as our circuits. We conducted a Q&A with Spencer, Colin, and Eric.

Green Fern

Apr 17, 2025

Inference Labs Featured in Forbes

AI agents are transforming digital systems by automating market analysis, optimization, and security, but they face computational limitations.

Green Fern

Mar 4, 2025

Trust & Permaweb on Medium

Get insights on how Inference Labs and AR.IO Are Advancing Permanent Storage Systems for AI. The value of AI inference hinges on the integrity of the data it processes.

Green Fern

Feb 7, 2025

Identity Verification without revealing ID

In this emerging era, privacy-centric protocols and distributed applications are setting the stage for breakthroughs in identity authentication, all without revealing sensitive details. Dive deeper on our Medium.

Green Fern

Jan 6, 2025

Inference Labs <> zkDOOM

We turned a Doom-playing AI agent into a verifiable system using zk-proofs—proving each move is honest, strategic, and tamper-proof in near real-time. Watch the demo and read the insights on our Medium.

Green Fern

Oct 18, 2024

Google HQ with Colin Gagich

Watch Colin Gagich, who is building the “SSL for AI models,” highlights how quickly top AI talent is joining the ecosystem.

Green Fern

Oct 15, 2024

Token2049 Singapore Sahara's AI w/ Ron Chan

Ron Chan joins Sahara's AI panel at TOKEN2049 Singapore to discuss verifiable AI and future-ready infrastructure. Watch the full session now on YouTube.

Green Fern

Apr 23, 2024

BetaKit: Labs secures $2.3M pre-seed funding.

Inference Labs has closed $2.3 million in pre-seed funding as it looks to make AI inference more accessible. The round was co-led by three investors: Digital Asset Capital Management, Mechanism Capital, and Delphi Ventures.

Green Fern

Apr 20, 2024

Ron Chan take on scaling AI verification

Watch our latest clip with cofounder Ron to learn how we're scaling AI verification.

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Green Fern

Mar 5, 2026

Article: When a Vision System Is Wrong

Without verification, society is forced to lean on institutional trust, corporate assurances, and narrative reconstructions drawn from mutable logs. With verification, it can lean on evidence: cryptographic, reproducible, and specific to each decision.

Green Fern

Mar 2, 2026

Article: When Pixels Decide the Payout

Inference Labs builds a proof-of-inference layer that plugs into existing vision pipelines – claims triage systems, rental damage scanners, platform trust stacks – without forcing teams to retrain or redeploy their models.

Green Fern

Feb 17, 2026

Quantum-Ready: Securing zkML for Q-day

A better explanation of what we’re building at Inference Labs and why it matters, it's important to understand quantum computing threats and how they relate to zero-knowledge proofs (ZKPs) and zero-knowledge cryptography.

Green Fern

Feb 13, 2026

Subnet-2 Website Rebrand

Meet the rebranded Subnet: the world’s fastest zkML proving cluster. Verifiable oracles for any computation via zero-knowledge circuits on Subnet 2.

Green Fern

Feb 6, 2026

Inference Labs <> Score

Computer vision is moving from analytics to action. Through this partnership, Score’s real-time vision models can now be verified at the inference level — ensuring that detection outputs used in markets, automation, and decision systems are provably correct.

Green Fern

Feb 2, 2026

Inference Labs <> OpenLedger

Inference Labs has teamed up with OpenLedger to develop infrastructure that ensures AI systems are transparent, auditable, and trustworthy.

Green Fern

Jan 29, 2026

TruthTensor: LLM Evaluation in Prediction Markets Under Drift and Market Baseline

Most LLM benchmarks assume the world is static. Reality isn’t. In TruthTensor, we evaluate models in live prediction markets under drift and show that models can follow instructions locally while violating them over time. Same prompts. Same data. Very different reasoning behaviour.

Green Fern

Jan 28, 2026

Building the Inference Network - 2025 Recap

2025 marked the moment verifiable AI became real infrastructure, with milestones like Subnet-2 surpassing 300M+ verifiable inferences, the launch of DSperse, JSTprove, and TruthTensor. This is what it looks like when research becomes reality—proving AI can be accountable.

Green Fern

Jan 26, 2026

Inference Labs <> VentureVerse

Inference Labs is proud to collaborate with VentureVerse to bring verifiable AI to real-world prediction markets, establishing a new foundation of trust for autonomous market systems.

Green Fern

Jan 9, 2026

Who's Accountable When Something Goes Wrong?

In this interview, Inference Lab's co-founder, Colin Gagich, dives into verifiable inference, cryptographic guarantees, and why trust is the missing layer for physical AI.

Green Fern

Jan 6, 2026

Trust You Can Prove: How Auditable Autonomy Could Prevent Disaster

As AI becomes more embedded in mission-critical infrastructure, unverifiable autonomy is no longer sustainable. Explore how auditable autonomy is creating trust in complex AI systems.

Green Fern

Jan 6, 2026

The Hitchbot Experiment: From Roadside Curiosity to Enterprise AI Security

Learn about Hitchbot, a robot whose experimental journey went on to shape our co-founder Colin Gagich's perception of trust and it's significance when dealing with AI outputs.

Green Fern

Dec 20, 2025

20,000+ Agents Live on TruthTensor

TruthTensor achieved 20,000+ agents trading, 20,000+ users building agents, and 300,000+ agent decisions in its first 6 days since launch.

Green Fern

Dec 17, 2025

A case study for Accountable Autonomy at Airports

Explore accountable autonomy at airports, applying verifiable AI and Proof of Inference to ensure transparent, cryptographically verified decisions in high-stakes aviation environments.

Green Fern

Dec 15, 2025

50,000+ Agents Live on TruthTensor

TruthTensor reached 50,000+ agents trading, 40,000+ users building agents, and 400,000+ agent decisions in its first 11 days since launch by December 15, 2025.

Green Fern

Dec 10, 2025

Guardrails for Autonomous Intelligence

In this exclusive interview, Ron Chan, Co-Founder & CEO of Inference Labs, reveals the origin story behind one of the most important problems in modern AI: verifiable inference.

Green Fern

Dec 10, 2025

Introducing DSperse 2.0

Inference Labs has officially launched DSperse 2.0, slicing models into DSIL files for independent compilation, execution, and verifiable proofs to scale better verification pipelines with reliability from commits.

Green Fern

Dec 9, 2025

TruthTensor Crucible - Season 1 Now Live!

Introducing TruthTensor – a platform from Inference Labs that enables users to easily launch their own AI agents to analyze and take positions on Polymarket.

Green Fern

Dec 4, 2025

TruthTensor is Live!

TruthTensor is live, enabling users to deploy AI agents in seconds to trade on Polymarket!

Green Fern

Dec 3, 2025

Subscription Robots

Subscription-based humanoid robots like NEO promise powerful in‑home assistance but also shift ownership and intelligence into centralized cloud services, creating serious challenges around user control, privacy, and trust.

Green Fern

Nov 26, 2025

Scaling Verifiable AI

Verifiable AI is rapidly becoming a practical requirement across regulated, high‑stakes industries.

Green Fern

Nov 13, 2025

Subnet-2 zk Proofs Generated 300 M

Inference Labs' Subnet-2 (SN2) surpassed 300 million zk proofs on November 13, 2025, advancing verifiable and accountable AI autonomy through distributed verification.

Green Fern

Nov 13, 2025

Our X Community is Live: Hitchbot’s Guide to the Galaxy

Hitchbot's Guide to the Galaxy A community built around the Inference Network, its mission, its technology, and the people shaping it.

Green Fern

Nov 7, 2025

DSperse: Revolutionizing zkML Proofs with Model Slicing

Discover DSperse, the innovative solution revolutionizing Zero-Knowledge Machine Learning (zkML) proofs through advanced model slicing.

Green Fern

Nov 3, 2025

What ZK Can (and Can’t) Do for AI

Zero-knowledge (ZK) and artificial intelligence (AI) have increasingly complemented each other to meet growing demands for privacy, transparency, and trust in digital systems.

Green Fern

Oct 30, 2025

Introducing JSTprove

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

JSTprove Goes Public: Bringing Verifiable AI to Everyone

Inference Labs is excited to announce the public release of JSTprove, our framework for Zero-Knowledge Machine Learning (zkML).

Green Fern

Oct 30, 2025

DSperse Explained: Making Distributed AI Verifiable

What if every AI model could prove its own output? Meet DSperse, a new open-source toolkit from Inference Labs.

Green Fern

Oct 21, 2025

AI Content Watermarking is Broken: Cryptographic Proof as a Solution

AI content watermarks intended to authenticate AI-generated text, images, video, and more, can be easily removed or forged by tools and adversarial attacks, undermining their reliability.

Green Fern

Oct 8, 2025

The Real AI Crisis Is Verification

While large language models (LLMs) generating false AI model outputs (i.e., hallucinations) are a known problem in AI systems, the deeper and more serious challenge is the systemic lack of verifiability.

Green Fern

Oct 7, 2025

DSperse: A Framework for Targeted Verification in ZKML

Today we’re introducing something completely new: DSperse. It’s our framework for unbreakable AI — bringing strategic verification to machine learning. learn more from our whitepaper.

Green Fern

Sep 17, 2025

DSperse Overview: targeted, practical zero-knowledge for real ML inference

Meet DSperse, a modular framework that addresses this by targeted verification: rather than circuitizing an entire model, DSperse lets you circuitize and prove high-value subcomputations.

Green Fern

Sep 10, 2025

Why Every AI Startup Should Care About Verification

No matter how cutting-edge your AI, without provable, cryptographic trust, growth stalls dramatically and opportunities vanish.

Yellow Flower

Sep 8, 2025

Colin TechTO Speech

Colin Gagich shared his founder journey — from hitchBOT to building verifiable AI at Inference Labs. The energy in the room was amazing, and the support from Toronto’s tech community was truly inspiring.

Green Fern

Sep 4, 2025

The Dark Side of AI Benchmarking

AI benchmark leaderboards are cluttered with cherry-picked and sometimes fabricated results, eroding trust in reported performance. Understanding why this matters reveals how distorted metrics can be misleading.

Green Fern

Sep 3, 2025

Colin at Google's ZK & AI Summit

A few weeks ago, our co-founder Colin spoke at Google’s ZK & AI Summit. He shared why full-model zkML is hitting practical limits — and how we’re working on faster, lighter ways to solve this issue. Here’s a clip from his talk — with a glimpse of what’s coming next.

Green Fern

Aug 27, 2025

Model Authenticity in the Age of Open-Source AI

AI faces a growing credibility crisis — silent model swaps and opaque management are eroding trust when it matters most. Subnet 2 introduces real-time cryptographic verification, setting a new benchmark for dependable, accountable open-source AI.

Green Fern

Aug 6, 2025

The Identity Paradox

Reddit’s UK age verification relies on unverifiable trust, exposing sensitive data to third parties. True confidentiality requires verifiable Proof of Inference and zero-knowledge systems.

Green Fern

Aug 1, 2025

August Momentum

Our focus in August remains the same: scaling zkML proof volumes, refining distributed proving infrastructure, making verification practical for builders.

Green Fern

Jul 30, 2025

The Solution to the Deepfake Dilemma

Zero-knowledge proofs (ZKPs) improve the verifiability of media authenticity, ensuring content remains unaltered while preserving privacy.

Green Fern

Jul 29, 2025

The Hidden Cost of Centralized Inference

Your AI tool suddenly becomes slower and less accurate — no notice, no explanation, just a creeping sense that it’s no longer what you paid for.

Green Fern

Jul 26, 2025

Decrypt: Inference Labs Raises $6.3M

The recent strategic investment round featured follow-on participation from DACM and Delphi Ventures alongside new investments from Arche Capital and Lvna Capital. Read more details in Decrypt.

Green Fern

Jul 23, 2025

ZKP and the Road to a $10B Future

ZKPs exponentially improve the long term viability of AI, with the global zk-Proof market projected to reach more than $10 billion by 2030.

Green Fern

May 21, 2025

Trust in AI Is a Luxury We Can't Afford

If AI is going to shape our systems, it must also prove its reasoning. That’s what Proof of Inference provides. Read the full article by our Co-Founder Ron Chan in The Defiant.

Green Fern

May 12, 2025

Demand for Inference

At Inference Labs, we're building networks where Proof of Inference, integrity, and incentives are foundational — and our reasoning is as open as our circuits. We conducted a Q&A with Spencer, Colin, and Eric.

Green Fern

Apr 17, 2025

Inference Labs Featured in Forbes

AI agents are transforming digital systems by automating market analysis, optimization, and security, but they face computational limitations.

Green Fern

Mar 4, 2025

Trust & Permaweb on Medium

Get insights on how Inference Labs and AR.IO Are Advancing Permanent Storage Systems for AI. The value of AI inference hinges on the integrity of the data it processes.

Green Fern

Feb 7, 2025

Identity Verification without revealing ID

In this emerging era, privacy-centric protocols and distributed applications are setting the stage for breakthroughs in identity authentication, all without revealing sensitive details. Dive deeper on our Medium.

Green Fern

Jan 6, 2025

Inference Labs <> zkDOOM

We turned a Doom-playing AI agent into a verifiable system using zk-proofs—proving each move is honest, strategic, and tamper-proof in near real-time. Watch the demo and read the insights on our Medium.

Green Fern

Oct 18, 2024

Google HQ with Colin Gagich

Watch Colin Gagich, who is building the “SSL for AI models,” highlights how quickly top AI talent is joining the ecosystem.

Green Fern

Oct 15, 2024

Token2049 Singapore Sahara's AI w/ Ron Chan

Ron Chan joins Sahara's AI panel at TOKEN2049 Singapore to discuss verifiable AI and future-ready infrastructure. Watch the full session now on YouTube.

Green Fern

Apr 23, 2024

BetaKit: Labs secures $2.3M pre-seed funding.

Inference Labs has closed $2.3 million in pre-seed funding as it looks to make AI inference more accessible. The round was co-led by three investors: Digital Asset Capital Management, Mechanism Capital, and Delphi Ventures.

Green Fern

Apr 20, 2024

Ron Chan take on scaling AI verification

Watch our latest clip with cofounder Ron to learn how we're scaling AI verification.

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Inference Network is open-source and community-driven. Join us in building the future of autonomous systems.

© 2025 Inference Labs. All rights reserved.

Inference Network is open-source and community-driven. Join us in building the future of autonomous systems.

© 2025 Inference Labs. All rights reserved.

Inference Network is open-source and community-driven. Join us in building the future of autonomous systems.

© 2025 Inference Labs. All rights reserved.