BABrett A McCallindarketype.hashnode.dev·13h ago · 4 min readAgent-ready is becoming part of repo-readyThe question I keep coming back to with repOptics is not whether AI can write more code. It can. The more useful question is what happens after that code lands in a repository. Can someone review it? 00
MGMoritz Gersterinmoritz-gerster.hashnode.dev·Jun 21 · 6 min readPhD lesson #4: Programming is keyIn Lesson 2, I wrote about habits. In Lesson 3, I focused on one of them: continuous learning. In Lesson 4, I zoom in on one skill I developed through continuous learning because I consider it so cruc00
MTMarut The Mightyindev-research-notes.hashnode.dev·Jun 19 · 6 min readBuilding a Persistent Research Stack in Chrome (Tabs + Clipboard)If you're a developer, writer, founder, or anyone who spends a lot of time researching online, you've probably run into this problem before. You start with a simple task. A few Google searches later, 00
MAMuhammad Azlaan Zubairinwait-what.hashnode.dev·Jun 18 · 3 min readIs Overthinking a Red Flag? We Put AI Reasoning to the Test.More Thinking Doesn't Always Mean Better Answers Reasoning models are designed to think step by step, and the common assumption is simple: More thinking = better results. I expected reasoning models02G
BABrett A McCallindarketype.hashnode.dev·Jun 15 · 3 min readThe mcp trust registry and lake stabilityIt has been almost a month since the last major research update for repOptics. The context lake has grown and we have been busy wiring up new capabilities to measure repo trust and drag. The big headl00
PJPrince Jhainoptionality.hashnode.dev·Jun 11 · 15 min readBuilding an Artificial Market From First PrinciplesA few weeks ago I started a project that sounded deceptively simple. Build a market. Not a trading strategy. Not a backtester. Not a machine learning model. A market. The goal was not realism. At leas00
FIfor IT theinieee-projects.hashnode.dev·Jun 11 · 53 min readTop 5 Image Dehazing Datasets Every Computer Vision Researcher Must KnowWho is this for? Final year B.Tech/M.Tech students building a dehazing project, PhD researchers benchmarking new architectures, and CV practitioners who need to understand which dataset to trust and w00
SPSubham Pandainblog.subhampanda.com·Jun 10 · 16 min readProgressive Disclosure vs. Monolithic Skills: A Real-World Benchmark of How to Structure LLM InstructionsAll the below Research is performed using an agent z.ai and its models An empirical study comparing two skill design paradigms across 5 tasks and 4 LLMs — with real API calls, real results, and surpri102L
FIfor IT theinieee-projects.hashnode.dev·Jun 10 · 48 min readTop 5 Image Denoising Datasets Every Computer Vision Researcher Must KnowWho is this for? Final year B.Tech/M.Tech students building a denoising project, PhD researchers benchmarking new architectures, and CV practitioners who need to understand which dataset to trust and 00
MCMulandi Ceciliainzk-on-ckb.hashnode.dev·Jun 9 · 12 min readResearch Notes: ZK on CKB: Note 01What I Think Is Possible and Why the Architecture Makes It Tractable NOTE: These are my personal research notes documenting what I am learning and finding as I explore zero-knowledge proofs on CKB. Di00