Giving Coding Agents a Map: Symbol-Level RAG With tree-sitter, Qdrant and SQLite
Your coding agent doesn’t know your codebase. That’s the actual bug. An agent without context doesn’t write bad code. It writes
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Your coding agent doesn’t know your codebase. That’s the actual bug. An agent without context doesn’t write bad code. It writes
Most forum tutorials reach for a framework and a hosted database on day one. Working on a four-person team building a forum from scratch in Go with no
ASCII art generators look trivial from the outside: take some text, print it in a blocky font made of characters, done. Having built one as a terminal
Three boundaries an inference request crosses before it reaches a GPU. When I started building Infera(https://inferai.co.in), my mental model of an i
DocTracker — Track Who Reads Your Documents The Problem You send out proposals, contracts, pitch decks — but never know if anyon
Retrieve PDF pages with embeddings, rerank the small candidate set, and summarize only the passages that can change the answer. For a long contract,
The 3 a.m. region flap that started this At ViralVidVault our region routers decide two things for every incoming viewer: which video-metad
Storing third-party API keys and OAuth tokens in a database is unavoidable for most SaaS backends, but storing them as plaintext is a liability the mo
Use a kill switch inside the checker when your uptime probes start amplifying an incident — one feature flag, read on every tick, that can disable the
Farm World started as a simple idea: a 3D multiplayer farm where you build, plant, drive machines, and meet people in town. I did not want to ren
Bottom line: for a beginner SaaS, put originals in object storage and have a backend worker write each thumbnail as a separate object with a determini
When a Go application needs on-chain and protocol-level data, the HTTP request itself is usually the easy part. The difficult work starts afterward: d
TL;DR Route narrow, testable prompts to a small model first, fall back to a large model only on an explicit quality signal, and move delay-
Before reading this: This is the final post in the series. I'd recommend reading the previous five — Part 1 covers the .meph format, Part 2 walks thr
Let's learn about Golang via these 390 free blog posts. They are ordered by HackerNoon reader engagement data. Visit the Learn Repo or LearnR
Every list of free LLM endpoints I have ever used was accurate exactly once: on the day someone wrote it. After that it is a screenshot. The endpoint
How we added native Spanner support to Kubernetes autoscaling — and what we learned along the way The problem We run several workloads
Let's learn about Go via these 235 free blog posts. They are ordered by HackerNoon reader engagement data. Visit the Learn Repo or LearnRepo.
I recently released SwiftLoad Downloader, a fast, modern download manager built with Go and Swift. 🔧 Tech stack: Go backend for protocol handling (H
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