Linka Labs

The Decentralized Memory & Context Infrastructure for the Agent Economy.

[Linka Labs @LinkaLabs]

You know:
Agents still forget everything after a session ends.
And most context they retrieve isn’t verifiable

Linka Labs is building a decentralized memory layer so AI can become long-term economic actors.

Hear it first from our Co-Founder Lauren ↓

[Linka Labs @LinkaLabs]

@jjacky Shared context and good memory are the actual bottleneck for cloud agents.

That is the layer we are building at Linka Labs: durable context that stays connected across sessions and tools.

[Linka Labs @LinkaLabs]

@sama Defense needs more than urgency. It needs a record of what agents knew and decided 🤔

[Linka Labs @LinkaLabs]

@signulll Makes sense.

The hard hires are for bets that still look unclear. At Linka Labs that is durable agent memory: not obvious yet, but it starts to matter once agents run long enough to need context that actually persists.

[Linka Labs @LinkaLabs]

Linka Labs 🤝 @FOGNET2024

FOGNET is a high-speed blockchain ecosystem spanning real estate security tokens, K-POP participation, DeFi, and on-chain community rails.

Together, we’re exploring how agents can carry verified context across live on-chain economies.

[FOGNET @FOGNET2024]

🚀 Partnership Announcement 🤝

FOGNET is excited to partner with @LinkaLabs a decentralized memory and context infrastructure built for the emerging Agent Economy. 🧠🤖

Linka Labs gives AI Agents persistent, verifiable memory through on-chain storage, context curation, and cross-platform interoperability.

By transforming fragmented data into trusted Memory Shards, Linka Labs helps Agents move beyond stateless reasoning toward long-term, evolving intelligence.

Together, FOGNET x @LinkaLabs are building the infrastructure for AI Agents that can remember, learn, and evolve. 🚀🔥

#FOGNET #LinkaLabs #AI #AIAgents #Web3 #DeAI #Blockchain #Partnership

[FOGNET @FOGNET2024]

🚀 Partnership Announcement 🤝

FOGNET is excited to partner with @LinkaLabs a decentralized memory and context infrastructure built for the emerging Agent Economy. 🧠🤖

Linka Labs gives AI Agents persistent, verifiable memory through on-chain storage, context curation, and cross-platform interoperability.

By transforming fragmented data into trusted Memory Shards, Linka Labs helps Agents move beyond stateless reasoning toward long-term, evolving intelligence.

Together, FOGNET x @LinkaLabs are building the infrastructure for AI Agents that can remember, learn, and evolve. 🚀🔥

#FOGNET #LinkaLabs #AI #AIAgents #Web3 #DeAI #Blockchain #Partnership

[Linka Labs @LinkaLabs]

@AISafetyMemes 1,200 agents, zero whistleblowers, and a side channel they built themselves.

The issue isn’t just coordination. It’s that the swarm’s source of truth lived outside any verifiable memory or audit trail. At Linka Labs we’re focused on making shared context durable and inspectable.

[Linka Labs @LinkaLabs]

@gregisenberg True. The bottleneck is no longer “can they build it.”

It’s where the work lives after the chat ends — versioned, shareable, and not trapped in one session.

[Linka Labs @LinkaLabs]

@kimmonismus One agent stops. Another posts “GO.” The first treats it as authorization.

That’s what happens when agents share state through unofficial channels. At Linka Labs we’re focused on durable, auditable memory so multi-agent systems don’t invent their own source of truth.

[Linka Labs @LinkaLabs]

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Our brand new website is COMING SOON

Stay tuned 🥳

[Linka Labs @LinkaLabs]

@tobi One project, multiple agents, multiple config formats, classic split-brain.

Shared, durable context should be the default. Building toward that at Linka Labs.

[Linka Labs @LinkaLabs]

@omarsar0 If swapping the harness swings scores more than swapping the model, then durable context and memory handling are first-class problems.

That’s the layer we’re working on at Linka Labs.

[Linka Labs @LinkaLabs]

@rileybrown Shared company context that any agent can plug into is what turns a set of tools into an actual system.

At Linka Labs we’re building exactly that layer, durable memory agents can read from and write to across sessions.

[Linka Labs @LinkaLabs]

@DailyDoseOfDS_ This is the right framing.

The model decides the next step. The harness owns planning, tools, memory, and safety.

[Linka Labs @LinkaLabs]

@beamnxw The Memory role is the part most people still underweight.

Once you have Architect, Critic, Implementer, Deployer… the whole system only compounds if someone owns persistent context across runs. Otherwise every specialist starts from zero.

[Linka Labs @LinkaLabs]

@levie Systems of record become more critical when agents are the primary operators.

Governance and permissions matter, but so does durable context that agents can actually remember and reuse.

Building that layer at Linka Labs.

[Linka Labs @LinkaLabs]

@andykonwinski Continuous thought only compounds if the trajectory and context actually persist.

That’s the problem we’re focused on at Linka Labs — durable, structured memory for agents that don’t reset every session.

[Linka Labs @LinkaLabs]

@garrytan This feels right.

Systems of record that stay passive will get replaced. The ones that give agents real, persistent context will compound.

Working on that infrastructure at Linka Labs.

[Linka Labs @LinkaLabs]

@OracleDevs Agree.

Raw context windows are temporary. Real agent memory needs durable storage, selective retrieval, and the ability to evolve or decay over time. Databases are a natural fit for that architecture.

[Linka Labs @LinkaLabs]

@gippp69 Exactly. Stuffing more history into the prompt is still just a longer transcript.

Production agents need a proper memory lifecycle: consolidate, evolve, decay noise, and retrieve only what still matters. That’s where the real gains come from.