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A 4-part deep dive on building AI code edits inside VS Code

https://docs.getpochi.com/developer-updates/#nov-19-2025
1•wsxiaoys•1h ago

Comments

wsxiaoys•1h ago
Hi HN,

I wrote a 4-part series on how we built the AI edit model behind Pochi’s coding agent.

It covers everything from real-time context management and request lifecycles to dynamically rendering code edits using only VS Code’s public APIs.

I’ve written this as openly and concretely as possible, with implementation details and trade-offs.

Full series:

1. The Edit Model Behind Tab Completion: https://docs.getpochi.com/developer-updates/how-we-created-n...

2. Real-Time Context Management in Your Code Editor: https://docs.getpochi.com/developer-updates/context-manageme...

3. Request Management Under Continuous Typing: https://docs.getpochi.com/developer-updates/request-manageme...

4. Dynamic Rendering Strategies for AI Code Edits: https://docs.getpochi.com/developer-updates/dynamic-renderin...

Scott Adams, 'Dilbert' comic creator, dies

https://www.cnn.com/2026/01/13/entertainment/scott-adams-death-cec
1•sleepyguy•1m ago•0 comments

Hey Sam, where is Stargate Argentina?

https://tickerfeed.net/articles/openai-where-is-stargate-argentina
1•sethops1•1m ago•0 comments

Choosing Learning over Autopilot

https://anniecherkaev.com/choosing-learning-over-autopilot
1•evakhoury•6m ago•0 comments

Tribute: Discover and fund the open source projects your code depends on

https://github.com/jshchnz/tribute
2•jshchnz•9m ago•0 comments

Show HN: LeetCode CLI – Interview timer, solution snapshots,collaborative coding

https://github.com/night-slayer18/leetcode-cli
1•night-slayer•9m ago•0 comments

Show HN: Nogic, Turn codebase into a graph to understand how it fits together

https://marketplace.visualstudio.com/items?itemName=Nogic.nogic
1•davelradindra•9m ago•0 comments

Show HN: Timberlogs – Drop-in structured logging for TypeScript

1•enaboapps•9m ago•0 comments

Ask HN: If you had $10M in the bank, would you still show up to your job?

1•hleumas•9m ago•0 comments

Tenor is shutting down – here's the alternative KLIPY

1•Giviberidze•10m ago•0 comments

The $1B AI Drug Lab That Can't Touch Its Own Data

https://www.distributedthoughts.org/billion-dollar-ai-drug-lab-cant-touch-data/
1•danso•10m ago•0 comments

Maps of cities coloured by street/road/ave/etc.

https://erdavis.com/2019/07/27/the-beautiful-hidden-logic-of-cities/
1•fanf2•10m ago•0 comments

Prosecutors seek death penalty for ex-South Korean president Yoon

https://www.bbc.com/news/articles/cq6vyqq5r0do
2•mdhb•11m ago•0 comments

Nukitori is a Ruby gem for HTML data extraction

https://github.com/vifreefly/nukitori
1•thunderbong•13m ago•0 comments

Show HN: Fluid.sh – Make Infrastructure Safe for AI

https://github.com/aspectrr/fluid.sh
1•aspectrr•13m ago•0 comments

A Benchmarking Framework for Software-Based GPU Virtualization Systems

https://arxiv.org/abs/2512.22125
1•PaulHoule•15m ago•0 comments

7 Minute Apps

https://www.youtube.com/watch?v=Nejecji5XNQ
1•spartee•15m ago•0 comments

A Final Message from Scott Adams (X.com)

https://twitter.com/ScottAdamsSays/status/2011116140626657458
1•smarri•16m ago•0 comments

Signal leaders warn agentic AI is an insecure, unreliable surveillance risk

https://coywolf.com/news/productivity/signal-president-and-vp-warn-agentic-ai-is-insecure-unrelia...
46•speckx•17m ago•4 comments

Lessons from 2 years of building virtual humans

https://enterprise.righthand.ai/blog/three-mistakes-from-building
2•notanaiagent•17m ago•2 comments

The Tug of War at the Top of the World

https://www.nytimes.com/2026/01/11/world/europe/svalbard-norway-arctic-control.html
3•whack•17m ago•0 comments

Microsoft January 2026 Patch Tuesday fixes 3 zero-days, 114 flaws

https://www.bleepingcomputer.com/news/microsoft/microsoft-january-2026-patch-tuesday-fixes-3-zero...
1•fleahunter•17m ago•0 comments

AI Generated Music Barred from Bandcamp

https://old.reddit.com/r/BandCamp/comments/1qbw8ba/ai_generated_music_on_bandcamp/
26•cdrnsf•21m ago•7 comments

Notre-Dame sees record number of visitors, one year on from reopening

https://www.rfi.fr/en/france/20260105-notre-dame-sees-record-number-of-visitors-one-year-on-from-...
3•gnabgib•23m ago•0 comments

The rapid rise and slow decline of Sam Altman

https://garymarcus.substack.com/p/the-rapid-rise-and-slow-decline-of
13•treadump•23m ago•2 comments

DevOps'ish Returns

https://buttondown.com/devopsish/archive/devopsish-returns/
1•oaf357•23m ago•0 comments

Verizon to stop automatic unlocking of phones as FCC ends 60-day unlock rule

https://arstechnica.com/tech-policy/2026/01/fcc-lets-verizon-lock-phones-for-longer-making-it-har...
3•cdrnsf•24m ago•0 comments

Can Philanthropy Fast-Track a Flagship Telescope?

https://www.universetoday.com/articles/can-philanthropy-fast-track-a-flagship-telescope
1•rbanffy•24m ago•0 comments

Claude Code Questionnaires

https://djharper.dev/post/2026/01/10/claude-code-questionnaires/
1•speckx•24m ago•0 comments

Apple-1 Computer Prototype Board #0 Auction

https://www.rrauction.com/auctions/lot-detail/350902407346003-apple-1-computer-prototype-board-0-...
2•qingcharles•25m ago•0 comments

Semiconductor Fabs II: The Operation

https://nomagicpill.substack.com/p/semiconductor-fabs-ii-the-operation
1•paulpauper•26m ago•0 comments