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No 'Delhi mein sab nahi chalta hai': After 21 deaths in Malviya Nagar fire, who is to blame?
Twenty-one people are dead. Thirteen of them were foreign nationals who had come to India seeking medical care, not a grave. And as the smoke clears over the charred shell of Flourish Stay B&B in Hauz Rani, a familiar Delhi drama is now playing out — one agency pointing fingers at another, each carefully drawing the boundary of its own responsibility just short of where the failures actually began.
TALAN: Task-Aligned Latent Adaptation Networks for Targeted Post-Training of Large Language Models
Announce Type: new Abstract: Targeted post-training aims to improve reasoning, math, and code without degrading strengths. Low-rank adapters are efficient but task-global; activation interventions are input-aware but often require separate probes, vectors, or inference-time steering. We introduce TALAN (Task-Aligned Latent Adaptation Networks), a sequence-conditioned latent side path inserted into a transformer's residual stream and co-trained with a low-rank adapter in one SFT loop.
CrossVLA: Cross-Paradigm Post-Training and Inference Optimization for Vision-Language-Action Models
arXiv:2605.21854v2 Announce Type: replace Abstract: Vision-Language-Action (VLA) models have rapidly converged on a small set of architectural patterns: discrete-token autoregression (e.g. OpenVLA) and continuous-action flow-matching (e.g. pi-0.5). Yet preference alignment via Direct Preference Optimisation (DPO) -- the de-facto post-training step in language models -- has been studied almost exclusively on autoregressive VLAs. We present CrossVLA, an empirical study of cross-paradigm VLA...
The Fine-Tuning Trap: Evaluating Negative Transfer and the Role of PEFT in Sub-1B Mathematical Reasoning
arXiv:2606.06920v1 Announce Type: new Abstract: Deploying Small Language Models (SLMs) on edge devices requires efficient fine-tuning strategies that adapt models to new tasks without degrading their general capabilities. In this study, we benchmark five sub-1B models (135M-1B) on mathematical reasoning tasks and uncover a critical vulnerability: Full Fine-Tuning (Full FT) actively harms performance in models under 300M parameters, often dropping accuracy below zero-shot baselines. This...
From strokes to untreated HIV, ICE detainees describe medical negligence across the US
From strokes to untreated HIV, ICE detainees describe medical negligence across the US The Department of Homeland Security reported 51 people had died in detention since the start of Trump’s second administration, with suicides spiking to an unprecedented number - Bookmark An Albanian man, held for months in a New Mexico immigration detention center, said he pulled out his own tooth due to excruciating, untreated pain. His harrowing account is one of several emerging from US immigration...
Two new aquatic insect species discovered from the Middle East and Caucasus
Two new aquatic insect species discovered from the Middle East and Caucasus Sadie Harley Scientific Editor Robert Egan Associate Editor Newly described aquatic insects, belonging to the genus Hydropsyche, are helping close substantial knowledge gaps regarding the biodiversity of Azerbaijan, Iran, and Türkiye. Caddisflies (order Trichoptera) are vital components of freshwater ecosystems, and the Hydropsyche genus is among the most diverse and ecologically important, comprising more than 8% of...
Doctors thought this kidney drug helped some patients. It may help millions more.
Doctors thought this kidney drug helped some patients. It may help millions more. - Date: - June 8, 2026
Hotel owner applied for licence renewal an hour after Malviya Nagar tragedy
NEW DELHI: About an hour after the fire tore through the Hauz Rani bed and breakfast on June 3, it’s owner, Lovkesh Bajaj, applied for the renewal of the licence of a ground floor establishment. The licence, according to MCD, had expired on March 31. MCD officials said on Friday that the licence had been rejected.
Ask HN: What are tools you have made for yourself since the advent of AI?
I've made a number of ceramic molds for slumping fused glass into bowls. As well as wooden templates for ceramic mugs. I've devised a few carrying tools to move glass frit paintings from my studio down to my barn where the kilns sit without spilling the glass.
World Surf League event in New Zealand put on hold after photographer bitten by ‘shark or a sea lion’
A World Surf League event in New Zealand was abruptly halted on finals day after a photographer was bitten by a sea creature. The incident occurred just before 8:30 am while documenting the men's semi-finals near Raglan. The competition was stopped shortly after the attack, and the photographer was taken to hospital.