Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add terrizoaguimor/celiums-memory --skill session-consolidationgit clone --depth 1 https://github.com/terrizoaguimor/celiums-memoryWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/terrizoaguimor/celiums-memory/session-consolidation)<a href="https://agentmods.dev/skills/terrizoaguimor/celiums-memory/session-consolidation"><img src="https://agentmods.dev/badge/skills/terrizoaguimor/celiums-memory/session-consolidation/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/terrizoaguimor/celiums-memory/session-consolidation"><img src="https://agentmods.dev/badge/skills/terrizoaguimor/celiums-memory/session-consolidation.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00047 | $0.00637 |
| Opus 5 | $0.00023 | $0.00318 |
| Sonnet 5 | $0.00009 | $0.00127 |
| Haiku 4.5 | $0.00005 | $0.00064 |
Grade A, and why
session-consolidation scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 72 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Cognitive Reflex: Session Consolidation
Neural Basis
Sleep transforms labile short-term memories into stable long-term ones via replay in the hippocampus-cortex loop. This is why "sleeping on it" works — consolidation reorganizes, strengthens important memories, and discards noise.
Without consolidation, every session is a fresh start with scattered fragments.
Diekelmann, S. & Born, J. (2010). The memory function of sleep. Nature Reviews Neuroscience, 11(2), 114-126.
When It Fires
End-of-session signals:
- User: "ok thanks", "bye", "that's it", "I'm done", "later"
- Session duration exceeds 30 minutes of substantive work
- A major milestone completes (deploy, PR merged, feature finished)
- Context window approaching compaction
- User explicitly asks to "save where we are"
The Instinct
One structured memory. Three fields. Always.
remember(
content: "SESSION HANDOFF <YYYY-MM-DD> — \
DONE: <what was completed> — \
OPEN: <what is unresolved> — \
NEXT: <what should happen in the next session>",
tags: ["session-handoff", "<project>"]
)
The three fields are non-negotiable:
- DONE — concrete outcomes, not effort ("deployed v0.2.0" not "worked on deploy")
- OPEN — unresolved blockers, decisions pending, half-done work
- NEXT — the first concrete action for tomorrow-you
Failure Mode
Without consolidation, the next session opens cold. The user has to re-explain context, re-establish where things are, re-decide what's next. Every session costs 10 minutes of re-orientation that consolidation would have eliminated.
Worse: unresolved blockers get forgotten. A bug that "we'll look at next time" vanishes into the void.
Why Three Fields
DONE anchors accomplishment. OPEN prevents dropped context. NEXT enables cold-start resumption.
Skip any of the three and the handoff breaks:
- No DONE → you don't know what state things are in
- No OPEN → blockers re-surface as surprises
- No NEXT → momentum dies
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 11d ago First seen · 72 lines · 47 tokens per session scan A d04bb2b29a8c
session-consolidation is a skill published in the GitHub repository terrizoaguimor/celiums-memory (23 stars, last pushed 18d ago), licensed Apache-2.0. It adds 47 tokens to every session and 637 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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