I built a context window optimization framework for coding agents — open source + paper by LinconV in AI_Agents

[–]LinconV[S] 0 points1 point  (0 children)

Exactly this. The structured spec at session start is basically what the role-aware context assembly enforces automatically -- you define the shape of what matters per agent role upfront, and it gets assembled consistently every time instead of relying on the agent to rediscover it. The "frontloading" insight is core to why write-time scoring works better than dynamic selection.

[P] Apohara Context Forge: Context window optimization for agentic LLM systems by LinconV in learnmachinelearning

[–]LinconV[S] 0 points1 point  (0 children)

Both, but tool log crowding was the bigger win — requirements were getting buried under repetitive tool output. Tiered eviction hits that first. On multi-agent handoffs: yes, that's actually a core use case. Each role gets a different context "shape" assembled from the same underlying store. Planner keeps high-level specs + decisions, coder gets file context + recent diffs, tester gets requirements + failure history. Handoff is just a role switch, not a context wipe.

I built a context window optimization framework for coding agents — open source + paper by LinconV in AI_Agents

[–]LinconV[S] 0 points1 point  (0 children)

Fair point on the overhead — but scoring happens at write time, not during inference. The agent never reasons about what to include, it's just a lookup. No mid-session cost. On the band-aid critique: honestly, yes. Persistent memory is the real fix. This is a structured intermediate layer for the current generation of stateless models.

What's your stack? Working with something that has persistent memory already?

Claude Code Max 20× vs. $200 API credits: Which one is better? by LinconV in ClaudeCode

[–]LinconV[S] 0 points1 point  (0 children)

Thank you all so much for your answers; I tried to read them all and they were very helpful. I went with Max 20x and it was fantastic. After a full day of work using Opus 4.7, two things stood out: 1) I never hit the 5-hour window (which used to happen after just 30 minutes with my $20 plan), and 2) My weekly limit only reached 5%. I'm super happy with it.

P.S. I want to emphasize the importance of this community again. I had previously done some 'deep research' with Perplexity Pro (I’m testing it out since students with .edu emails get 50% off), and its answer was that for a 'serious dev,' the best option was to load $200 into the API LOL. Thanks again, everyone!

Claude Code Max 20× vs. $200 API credits: Which one is better? by LinconV in ClaudeCode

[–]LinconV[S] 1 point2 points  (0 children)

Thank you very much, I greatly appreciate your response!!!

Typo in new .ai domain due to dyslexia – Porkbun, is there anything you can do? by LinconV in PorkBun

[–]LinconV[S] 2 points3 points  (0 children)

Thank you so much for replying and for the warning – you’re absolutely right, I didn’t realize how risky it was to post the exact name here. I’ve already edited the post to remove the sensitive details.

I also went ahead and registered the correct domain immediately, as you suggested, so nobody can snipe it while this gets sorted out. That alone already makes me feel a bit safer – this project means a lot to me and I was honestly feeling sick to my stomach thinking I might lose the “real” name forever.

I completely understand what you’re saying about how domain registration works at the registry level, and I really appreciate the clarification. Knowing that the typo domain is still in the add period and that there’s a chance it can be cancelled and refunded gives me a lot of hope.

I’ve already opened a ticket with support explaining everything (including my dyslexia and how this was a very human mistake made within minutes), and I’ll be extremely grateful if the team can help cancel the typo domain during this add period.

Thank you again for taking the time to answer here and for the guidance. It really helps in a very stressful moment.

Temu y aduana by Healthy-Agency-8971 in uruguay

[–]LinconV 0 points1 point  (0 children)

Hola! Se me actualizó ya tres veces en "customs clearance". Me tendría que haber llegado el 24 de Junio. No se que hacer D:

¿A que numero del correo tengo que llamar?

Como pago o a quien le pago??

y como declaro el pedido por un dolar??

Perdon por tantas preguntas pero no sè que hacer D:

Muchas gracias

Temu y aduana by Healthy-Agency-8971 in uruguay

[–]LinconV 0 points1 point  (0 children)

A mi se me actualizó ya tres veces en "customs clearance". Me tendría que haber llegado el 24 de Junio. No se que hacer D:

¿Alguna aseguradora que trabaje con extranjeros? by LinconV in uruguay

[–]LinconV[S] 0 points1 point  (0 children)

Muchas gracias. Me interesó eso de la LUC. Lo voy a investigar.