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Ask HN: How do you give AI agents real codebase context without burning tokens?

3•donhardman•1h ago
Working on a large Rust codebase. The token problem is real — Claude Code will happily spend $5 of context just trying to understand how two modules relate before writing a single line. And once context compaction kicks in, it's even worse — the agent loses the thread completely and starts grepping the same files again from scratch.

Approaches I've tried:

Feeding CLAUDE.md / architecture docs manually — helps, but gets stale fast. Cursor's built-in indexing — breaks on monorepos, and I don't love proprietary code going to their servers. Basic MCP server with grep — works for exact matches, useless for semantic queries.

Eventually built something more serious: a local Tree-sitter indexer that builds a knowledge graph of file relationships and exposes it via MCP so agents query semantically instead of grepping blind. One tool call instead of 15 grep iterations. Published it here: https://github.com/Muvon/octocode

But genuinely curious what others are doing before I go deeper on it.

Three specific questions:

1. How do you handle the "ripple effect" problem — knowing that changing one file semantically affects others that aren't obviously linked?

2. Do you trust closed-source indexing with proprietary code, or have you gone local-first?

3. Has anyone gotten GraphRAG-style relationship mapping to work in practice at scale, or is it still mostly hype?

Jrun: Isolated dev environments on macOS/Linux, powered by FreeBSD

https://github.com/hyphatech/jailrun/
1•zaiev•1m ago•0 comments

Show HN: AFK – Remote desktop for agentic coding from your phone with voice

https://afkdev.app/
1•liboshen•1m ago•0 comments

Fast-Servers

https://geocar.sdf1.org/fast-servers.html
1•tosh•3m ago•0 comments

Show HN: We gave an OpenClaw full tool access and hit stop. It didn't stop

https://caisi.dev/openclaw-2026/
1•davidresilify•3m ago•1 comments

Show HN: Claude Code agents with nested parallelismm 3x faster

https://github.com/nagisanzenin/claude-code-production-grade-plugin
1•nagi_builds•3m ago•0 comments

What changes in engineering teams once AI tools "click"?

1•smartworkflow•4m ago•0 comments

Deterministic Simulation Testing in Apache Kafka

https://aiven.io/blog/deterministic-simulation-testing-in-diskless-apache-kafka
2•filipyonov•5m ago•0 comments

A Word to the Wise: Don't Trust A.I. To File Your Taxes

https://www.nytimes.com/2026/03/05/technology/artificial-intelligence-taxes-tax-refund.html
2•zacharyozer•5m ago•1 comments

Show HN: PoliticaHub – tracking prediction markets for geopolitics

https://politicahub.com/
1•johanfr4•6m ago•0 comments

Agentic Engineering Patterns: Anti-Patterns

https://simonwillison.net/guides/agentic-engineering-patterns/anti-patterns/
1•goranmoomin•7m ago•0 comments

PortableCC

https://github.com/PortableCC
2•PaulHoule•7m ago•0 comments

Keeping community human while scaling with agents

https://vercel.com/blog/keeping-community-human-while-scaling-with-agents
1•gmays•7m ago•0 comments

Humanity's Last Exam

1•silexia•7m ago•0 comments

Show HN: I fine-tuned Qwen 3.5 (0.8B–4B) on a Mac for text-to-SQL – 2B beats 12B

https://github.com/sciences44/mlx-lora-finetune
1•sciences44•9m ago•1 comments

Judge Orders Government to Begin Refunding More Than $130B in Tariffs

https://www.wsj.com/politics/policy/judge-orders-government-to-begin-refunding-more-than-130-bill...
3•JumpCrisscross•9m ago•1 comments

Tim Sweeney signed away his right to criticize Google until 2032

https://www.theverge.com/news/889595/tim-sweeney-signed-away-his-right-to-criticize-google-until-...
3•nickthegreek•10m ago•0 comments

OpenAI Symphony

https://github.com/openai/symphony
1•therepanic•11m ago•0 comments

Try OpenClaw for on-call support and monitor systems

https://ngtrvu.com/tarx
1•nguyentranvu•11m ago•1 comments

Meta to Create New Applied AI Engineering Organization

https://www.wsj.com/tech/ai/meta-to-create-new-applied-ai-engineering-organization-in-reality-lab...
1•gmays•12m ago•0 comments

Malus – Clean Room as a Service – Liberation from Open Source Attribution

https://malus.sh/
2•pavel_lishin•12m ago•2 comments

Interplay Between Iranian Targeting of IP Cameras and Physical Warfare

https://research.checkpoint.com/2026/interplay-between-iranian-targeting-of-ip-cameras-and-physic...
1•smurda•16m ago•0 comments

Show HN: Watch Claude break SHA-256 live

https://www.youtube.com/watch?v=AIabktOGB_c
1•logicallee•17m ago•0 comments

Test

1•madebyjam•17m ago•1 comments

Mass surveillance, red lines, and a crazy weekend

https://windowsontheory.org/2026/03/03/mass-surveillance-red-lines-and-a-crazy-weekend/
1•speckx•19m ago•0 comments

Show HN: Keep large tool output out of LLM context: 3x accuracy 95% fewer tokens

https://github.com/lourencomaciel/sift-gateway
2•loumaciel•22m ago•1 comments

Good software knows when to stop

https://ogirardot.writizzy.com/p/good-software-knows-when-to-stop
4•ssaboum•22m ago•0 comments

Self-Supervised Flow Matching for Scalable Multi-Modal Synthesis

https://bfl.ai/research/self-flow
1•jk_tech•23m ago•0 comments

Show HN: Stop LLMs from brute forcing (guessing) APIs

https://tangelo-ltd.github.io/tekir/
1•dervishcat•23m ago•0 comments

Show HN: yutu - The AI agent that grows your YouTube channel on autopilot

https://github.com/eat-pray-ai/yutu
1•OpenWaygate•24m ago•0 comments

Maximum Likelihood Estimation of a Gaussian

http://jrmeyer.github.io/machinelearning/2017/08/18/mle.html
2•_josh_meyer_•24m ago•0 comments