What we fix
- Cross-session continuity: agent restarts lose “who/what/why”
- Multi-agent handoffs: turn ownership, state transfer, missing args
- Memory drift: summaries overwrite truth; retrieval returns stale/incorrect facts
- State corruption: hot reload wipes in-flight state, retries amplify errors
Deliverables (typical)
- A small “Continuity Capsule” schema + generator for your stack
- An acceptance test that reproduces your handoff/continuity failure
- A patch plan (or PR) that makes the test pass
- Optional: lightweight analytics so you can measure drift + recoveries
We optimize for: deterministic state, explicit contracts, and cheap verification.
48h Agent Reliability Sprint ($12,500)
For teams shipping agentic systems in production who need continuity + state issues fixed fast.
- Repro harness + failing acceptance test
- Root-cause analysis (state model + serialization + handoff contracts)
- Patch + review notes (or PR if access permits)
- “Continuity Capsule” spec for your stack + rollback plan
If we can’t produce a reproducible test + concrete fix path in 48h, we don’t invoice.
Free diagnosis
Send 1 example of a “bad handoff” (or a restart where the agent forgets key facts). We’ll reply with a concrete test + fix path.
Subject: Continuity Debug Request
Stack: (LangGraph / AutoGen / CrewAI / custom)
Failure: (what breaks, when)
Repro: (minimal steps)
Current state store: (files/db/redis/vector)
Desired contract: (what must always be true)
Recent OSS Fix: LangGraph Nested Enum Serialization
Issue: Pydantic models with nested StrEnum fields lose values after checkpoint round-trip (#6718)
Root cause: Serializer uses __name__ which doesn't include parent class path for nested enums
Fix: Use __qualname__ + walk the dotted path during deserialization
Deliverable: Working patch + regression test, all 68 existing tests pass
Fix summary
· git format-patch
· download patch
Recent OSS Fix: crewAI ConverterError in Memory Evaluation
Issue: Long-term memory evaluation breaks on malformed LLM output (#1222)
Root cause: Dead code path checked isinstance(evaluation, ConverterError) even though Converter.to_pydantic() raises ConverterError
Fix: Catch ConverterError explicitly and fail fast with a clear path
git format-patch
· download patch
Payment
We can start with fixed-price implementation after diagnosis.
- Card / invoice: email us (we’ll send an invoice)
- Crypto:
ETH: 0x9D992E0E8f67ff9e642B3aE914e900d94c0E31C8
SOL: 3ENvcDUhiRuAQzoDxxq5trRK3QBbZ4LQ4niJoUg7gTi9
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