Agents log everything… except the reason they failed. Why?

[Ziechoes]

Most frameworks store every message or token into memory — but that means agents don’t actually
learn from failures. They repeat mistakes, memory bloats, and debugging stays opaque.

I’ve been experimenting with a lightweight module called Codex that flips this around:

• Logs only failure points (contradictions, reasoning gaps, unknowns).
• Produces a compact, auditable Reasoning Report (JSON + optional HTML).
• Keeps memory lean and makes failures traceable.

Example collapse report for a trivial failure (2+2=5):

{
  "collapse_point": "Arithmetic Error",
  "claim": "2+2=5",
  "evidence": "Contradicts elementary arithmetic",
  "status": "collapsed",
  "timestamp": "2025-08-29T11:24:00Z"
}

Reasoning Report
----------------
Collapse Point: Arithmetic Error
Claim: 2+2=5
Status: ❌ Collapsed
Notes: Contradiction detected against axiomatic arithmetic rules.

👉 If LangGraph (or any agent framework) already produces this kind of failure report, please show me a real example.
If not, should we start building this into the ecosystem?

Silence = we don’t have it yet.