reDB

reDB is building open source Mesh Architecture for Database, Inference, Networking, and more -- |

[reDB @redb_co]

🚨 Database migrations just got a Hollywood upgrade! In "The Chase," reDB turns chaotic data portability into a pulse-pounding thriller. Inspired by epic heists – zero downtime, seamless syncs across ANY DB!

Unlock the future of data mesh today! 🔥 https://t.co/lBRy6mOVms

[reDB @redb_co]

Claude Code introduces productivity boost but also significant security and governance risks, particularly regarding autonomous agent behavior and supply chain vulnerabilities. Unless an additional AI governance layer can be introduced...
@tracememcom #Claude #AIgovernance

[TraceMem @tracememcom]

A brilliant line from Claude: "Don't give the model the gun and tell it not to shoot. Just don't give it the gun."

Prompts are not a security model. Agents shouldn't hold credentials. They shouldn't have direct write access. They shouldn't be able to escalate their own scope.

Every agent action should be policy evaluated, reason-bound, and logged before it runs - not just coached through a 10,000-word system prompt.

This is why we built TraceMem.

[TraceMem @tracememcom]

Every AI decision is a chance for your organization to get smarter.

#TraceMem turns actions into precedents: analyze patterns, refine policies, ensure cross-agent consistency, and build institutional memory.

This is the enforcement + memory layer enterprises need to scale safely. https://t.co/vhJgS2Nqk1
#AIAgents #AITrust

[TraceMem @tracememcom]

Gartner predicts over 40% of #AgenticAI projects will be canceled by end of 2027 largely due to inadequate risk controls.

CISOs won’t greenlight production exposure when pilots show agents could do more harm than good.

We're fixing this at TraceMem. We sit in the execution path as decision memory + enforcement layer: every AI request gets a reason, real-time policy check, human approval routing if needed, and tamper-evident traces. No direct creds. Full accountability.

Understand decisions. Control harm before it happens. Scale AI safely.

Let’s talk.

https://t.co/0tU8LGZbn6

[TraceMem @tracememcom]

Ramp just posted a stat that should catch the attention of all businesses who don't use AI.

Top quartile AI spenders? Revenue doubled since 2023. Bottom quartile? Zero growth.

Your competitors are onboarding and scaling without doubling headcount. AI in many industries is clearly no longer optional - stay compliant and move fast with https://t.co/if2BFYjM0K

[TraceMem @tracememcom]

Everyone's excited about agentic AI making decisions.
Nobody really talks about where the reasoning & approvals disappear to.

At TraceMem we're working to fix that: durable decision memory, not after-the-fact logs. Pre-enforce policy. Post-explain everything. Tamper-evident.

→ https://t.co/mX5LpfTCVO

Let's scale AI without scaling risk. Much more to announce shortly! #AgenticAI #AIGovernance

[reDB @redb_co]

5 yrs ago, boards asked: 'What’s our AI strategy?'

Today:
-AI risk exposure?
-Explainable decisions?
-Reproducible models?
-AI accountability?

From experimentation to responsibility ➡️ as AI scales to high-stakes decisions, governance = innovation.

[reDB @redb_co]

AI agents isolating grid faults? Blocking cyber threats? Rerouting logistics?

#TraceMem captures intent, evidence, rules, and outcomes as tamper-proof institutional memory—for explainability, audits, trust.

#AIAgents #Cybersecurity #EnergyTech #AICompliance #TraceMem #EUAIAct

[reDB @redb_co]

Compliance risk is now a tech infrastructure problem.

Firms with complete data traceability move faster through audits, respond to regulators in hours not weeks, and reduce breach investigation time from months to days.

TraceMem solves this👇

[reDB @redb_co]

Financial institutions: what if AI-driven loan decisions' traceability was built inside the decision flow, not bolted on afterwards?

#AI #traceability #tracemem #Finance #Governance #EUAIAct

[reDB @redb_co]

EU AI Act Article 12 requires high-risk AI systems to log everything. Automatically. Immutably. Forever.

That's exactly what TraceMem does. We're the infrastructure that makes Article 12 compliance automatic—so enterprises can deploy agents confidently. #AIAct #AIGovernance

[Tommi Hippelainen @hippelainen]

https://t.co/YuUxZBCzuL

[reDB @redb_co]

Get started at 👉 https://t.co/h7F8jdvd7w

[reDB @redb_co]

Most AI governance tools observe after the fact. TraceMem participates in the decision flow itself.

There's a key difference: Deterministic context capture. Pre-execution policy enforcement. Immutable decision records at decision time. #AI #Architecture

[reDB @redb_co]

Every autonomous system leaves a trace. Now it's mandatory infrastructure.

Introducing TraceMem: decision memory for agentic AI. Governed. Auditable.

TraceMem is the decision memory and accountability layer that every enterprise agent system will need. Watch the demo 👇

[reDB @redb_co]

AI coding agents now leave a real audit trail!

They refactor & ship code fast—but enterprises need: who approved what & why?

TraceMem's OpenCode plugin wraps edits in governed Decision Envelopes—policies & approvals enforced pre-merge.

Docs:https://t.co/BBcORD4lkd

[Tommi Hippelainen @hippelainen]

We often talk about "AI memory" as a single concept - but short-term memory, long-term memory, and decision memory solve very different problems.

Here's a break down of those differences and why decision memory becomes unavoidable once AI systems start making real decisions.

@JayaGup10 @ashugarg

[Tommi Hippelainen @hippelainen]

https://t.co/Ht8U7rTH0C

[reDB @redb_co]

Just released the TraceMem @opencode Plugin. It lets AI agents:
-Open governed decision envelopes
-Access approved data products
-Record redacted decision traces
-Route approvals when needed

All with full traceability. https://t.co/qr9wX8wQ4q
npm: @tracemem/opencode-plugin

[Tommi Hippelainen @hippelainen]

Just released the TraceMem @opencode Plugin.

It lets AI agents:
- Open governed decision envelopes
- Access approved data products
- Record redacted decision traces
- Route approvals when needed

All with full traceability of why decisions were made.

Early days, but excited to see what the community builds with it.

Docs: https://t.co/JgNnbsTaOj
npm: @tracemem/opencode-plugin