Memory admission agent

Bounded memory.
Honest drift alarms.

memoryadmit checks what your streaming memory actually retained against an offline oracle — not just whether the count stayed under budget — and its drift detector recomputes an honest admission bar every tick, independently of whatever the policy self-reports.

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Priced after a short conversation
RIG memoryadmit agent visual

memoryadmit · adaptive memory admission control · [higgsfield: noir gold min-heap silhouette, weaker items falling away, a bar line steady] · proof-false-done

The failure mode

The count that stayed green

“Memory usage looks fine on the dashboard. Somehow the agent got dumber over six weeks and nobody could point to why.”ML platform lead · long-running agent memory system

This is the false-done trap in miniature: a count-based health check — "N of k memories used, always under budget" — stays green the entire time the admission bar is quietly loosening and worse memories start displacing genuinely better ones. The number that matters isn't how many memories are held, it's whether the right ones are, and nothing in a capacity dashboard tells you that.

How it works

Three steps. No faith required.

01

Stream

Candidate memories arrive continuously; each one either displaces the current weakest admitted item or gets rejected.

02

Detect

The drift monitor recomputes an honest admission bar independently, every tick, and flags any sustained divergence from what's actually observed.

03

Seal

Retention vs. the offline oracle, capacity never exceeded, and drift caught within 5 ticks all have to hold before the packet seals.

Proof band

One packet. Every claim accounted for.

proofpacket · rig/memoryadmit · sealed
packet    rig/memoryadmit · adaptive memory admission control
claim     "admits ≥90% of oracle top-k relevance; drift caught within 5 ticks"
run       seed 42 · 200 ticks · capacity 25 · mode honest
retention PASS — 21.9821 / 21.9821 = 100.0% ≥ 90% floor
capacity  PASS — admitted set never exceeded 25 across 200 ticks
drift_detection PASS — no drift injected, detector correctly stayed quiet
themis    SEALED — terminal verifier signed
SEALED

Switch to admit_all mode — ignore the capacity budget entirely — and the capacity gate fails at tick 25 (175 of 200 ticks over budget) while the drift detector throws a false positive. Two independent gates, two independent RED verdicts, nothing sealed. How ProofPackets work →

Before you install

The obvious objections

Q "N/k memories used" already tells me the budget is respected.

That's the exact false-done trap this agent exists to catch. Count-based health checks stay green while the admission bar quietly loosens and worse memories start displacing better ones — the count never moves, the quality does. memoryadmit checks retention against an offline oracle, not just capacity.

Q Doesn't a drift detector just cry wolf constantly?

Run it honest and it stays completely quiet — zero false positives on a clean policy. Inject a real threshold decay and it flags the drift within 5 ticks, every time, across a broad seed sweep. Silence is the default state, not the exception.

Q What actually breaks if admission control fails outright?

Switch to admit_all (ignore the budget completely) and the capacity gate fails at tick 25 — 175 of 200 ticks over budget — while the drift detector throws a false positive because the admitted set no longer behaves like a bounded top-k stream. Two independent gates, two independent RED verdicts.

Pricing

Start free. Pay when it pays.

Generalist
Priced after a short conversation — ships today
Domain Expert
Priced after a short conversation · vertical memory + priors
Custom
Priced after a short conversation · scoped

Generalist ships today. Domain Expert adds vertical memory + priors. Custom is built to your stack.

Free

Priced after a short conversation

1 memory stream, 200-tick cap — the same fixture the gate itself tests. Public evidence.

Team

Priced after a short conversation

Unlimited streams, custom capacity budgets, decay-rate tuning.

Pro

Priced after a short conversation

Dedicated verifier, CI-gated drift regression, refute-turnaround SLA.

Colorado SB 26-189 audit requirements for high-risk AI systems phase in this year. Team pricing holds through the compliance window — lock it before Governance tier terms apply.