A working reference implementation of context engineering
Details
- External ID
- 47808956
- Source
- HN
- Company
- —
- Product
- A working reference implementation of context engineering
- Website domain
- github.com
- Launched
- April 17, 2026
- Cohort
- —
- Upvotes
- 46
- Upvotes percentile
- 0.8303341902313625
- Tags
- —
- Fetched at
- Sept. 7, 2026, 9:26 p.m.
- Updated at
- Sept. 7, 2026, 9:26 p.m.
Description
I've been presenting at local meetups about Context Engineering, RAG, Skills, etc.. I even have a vbrownbag coming up on LinkedIn about this topic so I figured I would make a basic example that uses bedrock so I can use it in my talks or vbrownbags. Hopefully it's useful.
Enrichment
- Theme
- indie hacker passion projects
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- context engineering reference implementation
- Manually corrected
- False
Could you build this?
Yes It is a reference implementation/example repository demonstrating prompt structuring and RAG patterns with AWS Bedrock, which is standard boilerplate code.
Discussion
15 comments analyzed.
Concerns raised: No benchmarks or proof that it actually works, Enforcement layer barely addressed - validation of answers inadequate, Doesn't reflect current era of challenges, One-shot answer approach insufficient for real-world problems
Feature requests: Agent to rework answers when structurally/syntactically invalid, Disclosure to users about answer limitations and needed review
Competitors
Other products that read as similar to this one — 71 launches clear the similarity bar, closest 8 shown.
Attention rank: #11 of 72 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 163 days after the earliest competitor.
- Learning Rust by writing a Markdown to HTML compiler · hn · 2026-07-29 · 25 upvotes · similarity 0.41
- G# –> a new dotnet language like Go/Swift/Kotlin with C# interop · hn · 2026-06-15 · 9 upvotes · similarity 0.38
- Weft · hn · 2026-01-03 · 6 upvotes · similarity 0.37
- A platform to find people to jam on side projects with · hn · 2026-05-24 · 16 upvotes · similarity 0.37
- Equirect · hn · 2026-04-13 · 14 upvotes · similarity 0.36
- Cellarium: A Playground for Cellular Automata · hn · 2026-02-21 · 41 upvotes · similarity 0.36
- Notes from building a startup, shared openly · hn · 2026-01-25 · 11 upvotes · similarity 0.36
- capcut-api-examples · github · 2026-09-21 · 9 upvotes · similarity 0.36
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a model & infra tool for Fintech yet.