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Benchmarking coding agents on Databricks' multi-million line codebase

https://www.databricks.com/blog/benchmarking-coding-agents-databricks-multi-million-line-codebase
22•tanelpoder•6h ago

Comments

falaki•3h ago
1) Many models are now competitive at the top tier, including open source. 2) GLM 5.2 in particular was a major step forward in open source coding agent performance, 3) Harnesses make a huge difference in cost-performance. 4) Cheaper per-token does not imply cheaper per-task.
falaki•3h ago
Also they suggest every company should build their own benchmark and repeat these tests with new models instead of relying on the SWE bench.
yodon•41m ago
I wish they'd do a follow-on post drilling into the impact of the programming language on cost-per-task, specifically looking at cost to complete tasks in mainstream strongly typed languages (eg. C#, TypeScript) vs dynamic languages (eg. Python, JavaScript). Does the additional verbosity of the language help or hurt cost per task?
vegetablefinger•20m ago
k;l
cpard•18m ago
This was mostly because Sonnet 5 worked longer and read more to get there, consuming 1.9x more tokens.

I have experienced similar behavior between opus and haiku when benchmarking Dara engineering tasks. The “cheaper” model takes many more turns to figure out the task and this is without taking into account other important factors.

Another interesting behavior that I observed is that Haiku tended to cheat more maybe because it was having a harder time to find the root cause of the problem.

Benchmarking and evaluation of agentic systems is very interesting and if there’s one thing that someone should keep from the Databricks post is how important is for everyone to build and run their own.

John Deere owners will get the right to repair equipment under FTC settlement

https://apnews.com/article/john-deere-right-to-repair-agriculture-equipment-cb7514ffedb95c130a976...
470•djoldman•4h ago•95 comments

Chatto is now open source

https://www.hmans.dev/blog/chatto-is-open-source
809•speckx•13h ago•214 comments

Separating signal from noise in coding evaluations

https://openai.com/index/separating-signal-from-noise-coding-evaluations/
181•sk4rekr0w•7h ago•66 comments

I think I have LLM burnout

https://www.alecscollon.com/blog/llm-burnout/
199•sosodev•2h ago•129 comments

Cloudflare Drop

https://www.cloudflare.com/drop/
317•coloneltcb•9h ago•152 comments

Remote Attestation

https://www.liamcvw.com/p/remote-attestation
49•lcvw•3h ago•26 comments

Mistral's Robostral Navigate: a state of the art robotics navigation model

https://mistral.ai/news/robostral-navigate/
435•ottomengis•14h ago•97 comments

Patching MechCommander's "left arm bug" for fun and profit

https://mhloppy.com/2026/05/mechcommander-weapons-left-arm-bug-fix/
32•Narann•3d ago•11 comments

Unicode's transliteration rules are Turing-complete

https://seriot.ch/computation/uts35/
57•beefburger•18h ago•17 comments

We made Grok 4.5, GPT-5.5, and Claude build the same apps

https://www.tryai.dev/blog/grok-4.5-vs-gpt-5.5-vs-claude-build-off
108•hershyb_•4h ago•49 comments

Show HN: Microsoft releases Flint, a visualization language for AI agents

https://microsoft.github.io/flint-chart/#/
233•chenglong-hn•10h ago•86 comments

Benchmarking coding agents on Databricks' multi-million line codebase

https://www.databricks.com/blog/benchmarking-coding-agents-databricks-multi-million-line-codebase
22•tanelpoder•6h ago•5 comments

Show HN: Yamanote.fun – A complete soundscape for Tokyo's Yamanote line

https://www.yamanote.fun/
81•madebymagnolia•1d ago•19 comments

Grok 4.5

https://x.ai/news/grok-4-5
523•BoumTAC•10h ago•690 comments

Turning a pile of documents into a searchable useable knowledge base

https://github.com/linuxrebel/DocuBrowser
97•linuxrebe1•7h ago•22 comments

FAANG Simulator

https://www.abeyk.com/escape-the-rat-race/
342•nerdbiscuits•8h ago•130 comments

Cargo-nextest: 3x faster than cargo test, per-test isolation, first-class CI

https://nexte.st/
10•nateb2022•3d ago•0 comments

Apache Shiro security framework releases 3.0.0

https://shiro.apache.org/blog/2026/06/apache-shiro-300-released.html
11•lprimak•2d ago•0 comments

Rewriting Bun in Rust

https://bun.com/blog/bun-in-rust
374•afturner•6h ago•203 comments

GPT‑Live

https://openai.com/index/introducing-gpt-live/
636•logickkk1•11h ago•422 comments

New Sweden: the US's long-lost 'secret' colony

https://www.bbc.com/travel/article/20260629-new-sweden-the-uss-long-lost-secret-colony
69•bookofjoe•8h ago•16 comments

A bug which affected only left handed users

https://shkspr.mobi/blog/2026/07/a-bug-which-only-affected-left-handed-users/
99•sixhobbits•15h ago•50 comments

TypeScript 7

https://devblogs.microsoft.com/typescript/announcing-typescript-7-0/
509•DanRosenwasser•12h ago•203 comments

Decoding the obfuscated bash script on a Uniqlo t-shirt

https://tris.sherliker.net/blog/obfuscated-self-evaluating-bash-script-by-cdn-akamai-being-suppli...
1329•speerer•19h ago•210 comments

Ergo: Long Form Philosophy Lectures

https://ergo.org/
5•agnishom•1h ago•0 comments

Beyond Git: Real-Time Version Control for Godot – Lilith Duncan – GodotCon 2026 [video]

https://www.youtube.com/watch?v=CAJ_iIedx_I
25•surprisetalk•6d ago•1 comments

Cloudflare Meerkat - Globally distributed consensus

https://blog.cloudflare.com/meerkat-introduction/
236•bobnamob•15h ago•47 comments

My road trip with the do-gooding cactus smugglers

https://economist.com/1843/2026/03/06/my-road-trip-with-the-do-gooding-cactus-smugglers
24•andsoitis•3d ago•1 comments

OpenMandriva: Statement regarding attempted distribution sabotage

https://forum.openmandriva.org/t/statement-regarding-attempted-distribution-sabotage/8997
86•workethics•9h ago•16 comments

MIRA: Multiplayer Interactive World Models Trained on Rocket League

https://mira-wm.com/
41•ethanlipson•3h ago•9 comments