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Achieving 20%+ improvement in structured extraction using DSPy and GEPA

https://kmad.ai/DSPy-Optimization
2•kmad•2h ago

Comments

laminarflow027•45m ago
Really cool stuff! Looking at the schema of the financial dataset, though, it's really flat, and it doesn't really leverage the power of the BAML schema format (which excels at representing nested data with fewer tokens than JSON). I suspect that the performance difference with and without the BAMLAdapter would have been more stark if the data model being extracted was more nested.

Great work though, and here's to more experiments of this nature with nested data extraction. Kudos to the BAML team for coming up with such an awesome format, and kudos to the DSPy maintainers for designing such a hackable, usable framework!

How I Manage My Private Keys

https://bomfather.dev/comics/5/
2•neil_naveen•1m ago•0 comments

Show HN: Beyond RAG: Introducing Papr Context Intelligence

https://paprai.substack.com/p/beyond-rag-introducing-papr-context
1•amirkabbara•2m ago•0 comments

Exe.dev, Modern VMs

https://blog.exe.dev/meet-exe.dev
1•jaden•2m ago•0 comments

Vibe coding startup Lovable's latest funding round values it at $6.6B

https://www.cnbc.com/2025/12/16/ai-startup-lovables-round-values-it-at-6point6-billion-sources.html
1•jeffpalmer•3m ago•0 comments

Bolmo: Byteifying the next generation of language models

https://allenai.org/blog/bolmo
1•ZeroCool2u•4m ago•0 comments

Build a Self Learning Research Agent That Tracks Consensus over Time

https://www.ashpreetbedi.com/articles/self-learning-researcher
1•bediashpreet•5m ago•0 comments

NES Emulator Written in Emacs Lisp (2018)

https://github.com/gongo/emacs-nes
1•gudzpoz•5m ago•1 comments

Scams, Schemes, Ruthless Cons: The Untold Story of How Jeffrey Epstein Got Rich

https://www.nytimes.com/2025/12/16/magazine/jeffrey-epstein-money-scams-investigation.html
1•mitchbob•5m ago•1 comments

Day 7 update on building FeedBugs (solo founder)

https://www.feedbugs.com/
1•vignzviki•6m ago•0 comments

Application Gatekeeping: An Ever-Expanding Pathway to Internet Censorship

https://www.eff.org/deeplinks/2025/11/application-gatekeeping-ever-expanding-pathway-internet-cen...
2•fsflover•7m ago•0 comments

TikTok Video Downloader

https://tiktokme.app/en
1•bamideleanders•7m ago•0 comments

Why Is South Korean Fertility So Low?

https://www.worksinprogress.news/p/why-is-south-korean-fertility-so
1•karakoram•7m ago•0 comments

Barabar Hill Entrances-Like Features on Mars; Perfect Cylinder Artifact on Mars

https://vinyasi.substack.com/p/mro-barabar-hill-entrances-like-features
1•vinyasi•10m ago•0 comments

GeminiJack: A prompt-injection challenge demonstrating real-world LLM abuse

https://geminijack.securelayer7.net/
1•sandeep_kamble•12m ago•1 comments

Ask HN: What makes you contribute to small open source projects?

2•chrilleweb•12m ago•0 comments

Track Surveillance (Flock Cameras) Tech in Local Government Meetings

https://alpr.watch/
5•theamk•12m ago•0 comments

Unstract: Open-source platform to ship document extraction APIs in minutes

https://github.com/Zipstack/unstract
1•naren87•13m ago•0 comments

What distinguishes great software engineers? (2019) [pdf]

https://faculty.washington.edu/ajko/papers/Li2019WhatDistinguishesEngineers.pdf
1•damethos•13m ago•0 comments

Postgres CDC in ClickHouse, A year in review

https://clickhouse.com/blog/postgres-cdc-year-in-review-2025
1•saisrirampur•14m ago•0 comments

SpacetimeDB Launched a Referral Program

https://spacetimedb.com/blog/all-new-spacetimedb-pricing
1•aleasoni•14m ago•0 comments

Lightning: Real-time editing for tiled map data

https://felt.com/blog/lightning-tiles
1•hinting•15m ago•0 comments

Ask HN: How Much Has Office Politics Affected Your Career?

1•karakoram•18m ago•0 comments

Show HN: Pothole Detection System (YOLOv8 – FastAPI – Docker – React Native)

https://github.com/PeterHdd/pothole-detection-yolo
1•peterhddcoding•19m ago•0 comments

Mozilla Names New CEO, Firefox to Evolve into a "Modern AI Browser"

https://www.phoronix.com/news/Mozilla-New-CEO-AI
4•sva_•21m ago•2 comments

Ask HN: Is Claude Code good enough already?

2•calflegal•21m ago•1 comments

The Roots

https://thinkhuman.com/the-roots/
1•jamesgill•22m ago•0 comments

Digital Gardening

https://www.contraption.co/digital-gardening/
1•philip1209•22m ago•0 comments

Serving bots some holiday cheer in my /.env

https://aero.zip/.env
2•pypt•27m ago•0 comments

CoreWeave's Staggering Fall from Market Grace Highlights AI Bubble Fears

https://www.wsj.com/tech/ai/coreweave-stock-market-ai-bubble-a3c8c321
4•ewoodrich•29m ago•0 comments

Canada's former Ambassador to Venezuela: Trump's plan to dominate [audio]

https://www.canadaland.com/podcast/161-trumps-plan-to-dominate-the-americas-canada-included/
1•thomassmith65•29m ago•0 comments