Making Ideas To Impact
May 27, 2026 · 6 min read Series: AI Junior Developer — Part 1 of 6 I maintain a few ERP apps. Nothing fancy — inventory, finance, HR modules for a small company. But here’s the thing: I’m the only developer. When a user reports “laporan stok error pas filter tanggal,” I’m the one who … Read more
Lighthouse Attention is a training-only hierarchical attention mechanism that wraps standard SDPA without modification. Through symmetric Q/K/V pyramid pooling, parameter-free scoring, and a two-stage training recipe with dense recovery, it delivers 1.4–1.7× wall-clock speedup at 32K–128K context wh
How machine learning models trained on decades of field device telemetry now resolve 80% of plant measurement faults — from sensor drift to process condition changes — without a single phone call to vendor support.
A researcher discovered a critical cross-tenant access flaw in Azure’s identity management layer and submitted a detailed report with PoC code. Microsoft’s Security Response Center rejected it as “by design,” refusing to issue a CVE. This analysis examines the inconsistent precedent, the shared resp
When CISA adds a vulnerability to KEV, it’s not a warning — it’s a confirmed-incident notification. CVE-2026-20182 on Cisco SD-WAN appliances demands emergency patching, compromise assessment, and architectural hardening. If your vulnerability management program still sorts by CVSS score instead of KEV status, this is your inflection point.
TL;DR – SWE-bench is saturated. The benchmark that defined the category is now a solved problem — top agents score in the high-80s, and the marginal gains between them are statistically meaningless. – The market has fragmented into four categories — terminal agents, AI-native IDEs, cloud-hosted autonomous engineers, and open-source frameworks — each optimizing for … Read more