Borrowing it
Nothing to install: this file belongs to xg-gh-25/SwarmAI. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/xg-gh-25/SwarmAI/main/.kiro/steering/context-and-memory-safety.mdgit clone --depth 1 https://github.com/xg-gh-25/SwarmAIWrote 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/instructions/xg-gh-25/swarmai/context-and-memory-safety)<a href="https://agentmods.dev/instructions/xg-gh-25/swarmai/context-and-memory-safety"><img src="https://agentmods.dev/badge/instructions/xg-gh-25/swarmai/context-and-memory-safety/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/instructions/xg-gh-25/swarmai/context-and-memory-safety"><img src="https://agentmods.dev/badge/instructions/xg-gh-25/swarmai/context-and-memory-safety.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.01349 | $0.01349 |
| Opus 5.5 | $0.00540 | $0.00540 |
| Sonnet 5.5 | $0.00270 | $0.00270 |
| Haiku 4.5 | $0.00135 | $0.00135 |
Grade A, and why
SwarmAI context-and-memory-safety.md 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 8d 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 — 102 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Context and Memory Safety Principles
The file list, priorities, and budgets are summarized in AGENTS.md "Context and Memory
System". The source of truth is CONTEXT_FILES and compute_token_budget in
backend/core/context_directory_loader.py. This file covers the invariants that are easy
to break.
Core Invariant: Context Loading Never Blocks Agent Startup
The assembly pipeline (ContextDirectoryLoader.load_all() →
PromptBuilder.build_system_prompt() in prompt_builder.py → SystemPromptBuilder.build())
must degrade gracefully. A failure at any stage starts the agent with reduced context; it
never crashes the session.
Ownership and Two-Mode Copy (ensure_directory)
These rules are the user trust model. Violating them destroys user customizations.
- System files (
user_customized=False: SWARMAI, IDENTITY, SOUL, AGENT) are ALWAYS overwritten from the template, only when the bytes changed, and set to 0o444. - Everything with
user_customized=True(SELF, USER, STEERING, TOOLS, MEMORY, EVOLUTION, KNOWLEDGE) is copied ONLY if missing and never overwritten (0o644). SELF.md is runtime-owned: the live.context/SELF.mdis authoritative, so a template edit does not reach an existing install. - New context files go into
CONTEXT_FILESwith an explicit priority and ownership. PROJECTS.md was removed (2026-08-14); don't reintroduce an auto-generated index file.
Token Budget: Warn, Never Truncate
- Budget tiers (
compute_token_budget): ≥500K window → 150K, ≥200K → 50K, ≥64K → 30K, <64K → instance default (L0 compact path). Below 32K, KNOWLEDGE.md is skipped. - The read-line NEVER truncates. Over budget,
_enforce_token_budgetlogs anover_budgetwarning and returns full content._truncate_sectionwas deleted on 2026-08-14; thetruncatable/directionfields are legacy and inert. - Size is bounded WRITE-side: MEMORY distillation + size-valve archival, and the EVOLUTION size valve (20K high / 15K low watermark → monthly archive shard). If a file is too big, fix the write-side valve, not the loader.
- Don't flip
truncatableto False on MEMORY/EVOLUTION:core_section_names()treatstruncatable is Falseas "conceptual core".
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.
- 8d ago Changed · -15 lines · -221 tokens per session 711d5af6b8c3
- 1mo ago First seen · 117 lines · 1,570 tokens per session scan A 3f931a05d85e
SwarmAI context-and-memory-safety.md is an instructions file published in the GitHub repository xg-gh-25/SwarmAI (55 stars, last pushed 8d ago), licensed MIT. It adds 1,349 tokens to every session, about $0.0054 per session on Opus 5.5. 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 2026-09-06.
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