11+ mon, 1+ week ago   (832+ words) Do curated, tool-grounded demonstrations build stronger software agents than broad piles of generic instruction...Less Is More for Agency”), a supervised fine-tuning method that turns a base model into a capable software.../research agent using 78 samples. […] The post A New…...

11+ mon, 3+ week ago   (130+ words) Production-grade agents live or die on data plumbing, controls, and observability—not on model choice. The doc-to-chat pipeline below maps the concrete layers and why they matter. Pattern: LLM → confidence/guardrail checks → HITL gate → side-effects. Persist every artifact (prompt, retrieval…...

8+ mon, 5+ day ago   (615+ words) The Confucius Code Agent is one concrete instantiation of this scaffold for software engineering....Real software tasks on SWE Bench Pro often require reasoning over dozens of files and many interaction...

3+ mon, 4+ week ago   (1678+ words) Before the listing, an important calibration on the numbers — because one major benchmark shift happened mid-cycle and is not yet reflected in most tool comparison articles. SWE-bench Verified has been the industry’s standard coding benchmark since mid-2024. It presents agents…...

6+ mon, 1+ week ago   (279+ words) Document digitization has long been a multi-stage problem: first detect the layout, then extract the text, and finally try to reconstruct the structure. For Large Vision-Language Models (LVLMs), this often leads to ‘structural hallucinations’—disordered rows, invented formulas, or unclosed…...

6+ mon, 1+ week ago   (317+ words) Building an autonomous agent typically involves two components: the ‘brain’ (usually a Large Language Model) and the ‘tools’ (code execution, web access, or file manipulation). Providing a safe environment for these tools has required developers to manually configure Docker containers,…...

3+ mon, 3+ week ago   (1328+ words) A plain-language guide for early-career AI engineers, software engineers, and data scientists....A traditional software product could not keep up....Until 2016, Palantir had more FDEs than software engineers....That ratio is unusual by software company standards....Palantir applied that same…...

5+ mon, 5+ day ago   (563+ words) Each one needs to run real software. Each one needs to handle unpredictable crashes....Think of it as an AI that can operate any software the way a human would....Software crashes. Browser sessions time out. Applications freeze....

3+ mon, 1+ week ago   (1283+ words) AI-first development is changing how software gets built....An AI agent turns that description into working software. The term was coined by Andrej Karpathy....It captures a move away from line-by-line coding toward natural-language software creation....

5+ mon, 2+ day ago   (652+ words) MiniMax M2.7 is built around three core capability areas: professional software engineering, professional...code generation but can also deeply understand the operational logic and collaborative dynamics of software...