More from Avi Chawla | AI News

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Avi Chawla

@_avichawla

Daily tutorials and insights on DS, ML, LLMs, and RAGs • Co-founder

vLLM Shared Adapters Serve 100 Models

According to @_avichawla, a shared vLLM endpoint with LoRA adapters hit 27.9 RPS and 795.7 TPS on an RTX 4090, proving 100 fine-tunes per GPU are viable. (Source)

09-19-2026 06:35
MoE inference reveals grouped GEMM limits

According to @_avichawla, MoE routing fragments batches, making grouped GEMM suboptimal at low concurrency and requiring weight-streamed GEMV kernels. (Source)

09-18-2026 20:35
RULER Reinvents RL rewards with GRPO

According to @_avichawla, RULER in OpenPipe ART uses LLM reviews to rank trajectories and convert comparisons into GRPO rewards for training agents. (Source)

09-17-2026 08:21
Open-weight Cline Desktop adds DeepSeek and GLM

According to @_avichawla, Cline Desktop now offers free DeepSeek V4 Flash, GLM 5.3 Flash, and Laguna S 2.1 with repo-level debugging across files. (Source)

09-14-2026 16:52
Speculative decoding speeds LLMs 2–3x

According to @_avichawla, speculative decoding can speed LLM inference 2–3x and powers Google Search AI Overviews in production. (Source)

09-13-2026 10:43
MiniCPM5-2B Powers On‑Device Agents

According to @_avichawla, MiniCPM5-2B runs locally, excels at coding and tool use, and completes multi-step investigations on resource-limited hardware. (Source)

09-12-2026 18:14
Redis LangCache slashes LLM costs 90%

According to @_avichawla, Redis LangCache returns cached answers via semantic search, cutting API costs up to 90% and speeding responses up to 15x. (Source)

09-10-2026 08:13
Claude Code slashes tokens by 3x with InsForge

According to @_avichawla, consolidating backend topology via InsForge cut Claude Code tokens 3x, errors to zero, and cost to $2.81. (Source)

09-08-2026 08:37
Claude Code usage spikes 54% in MCPMark tests

According to @_avichawla, MCPMark V2 shows Claude Code uses 54% more tokens across 21 backend tasks due to discovery, retries, and context building. (Source)

09-08-2026 08:07
KV caching Boosts LLM Inference 10x Analysis

According to @_avichawla, KV caching accelerates LLM token generation dramatically and needs smart eviction, batching, and prefill strategies. (Source)

09-06-2026 19:42
NVIDIA TwoTower boosts LLM speed 2.4x

According to @_avichawla, NVIDIA’s TwoTower parallel decoding delivers 2.42x throughput while retaining 98.7% quality, per the cited arXiv paper. (Source)

09-05-2026 10:37
LLM cost-efficiency gap Exposed in 16-benchmark study

According to @_avichawla, open-weight models incur higher real costs per solved task than pricing suggests across 16 benchmarks, per Martian’s AI Frontier. (Source)

09-03-2026 18:11
Anthropic Multi‑agent Test Reveals Costly Handoffs

According to @_avichawla, Anthropic found role-split agents waste tokens on coordination, echoing OpenAI and Google design-time handoff controls. (Source)

08-26-2026 19:01
Grok Bot vs Hermes vs OpenClaw: 7 Key Differences

According to @_avichawla, Grok Bot shares one computer per account while Hermes and OpenClaw isolate agents, impacting skills, memory, and hosting choices. (Source)

08-20-2026 09:19
LLM Latency Breakdown Exposes Hidden Bottlenecks

According to @_avichawla, moving LLMs to faster GPUs barely helps TTFB because network, cold starts, and RAG hops dominate latency. (Source)

08-19-2026 09:25
Grok Bot Automates screen-recorded tasks

According to @_avichawla, Grok Bot converts a single screen-recorded workflow into a reusable Agent skill with inputs, outputs, and scheduling. (Source)

08-18-2026 20:49
Gemini 3.7 Flash matches Sonnet 5 at half cost

According to @_avichawla, Gemini 3.7 Flash hits Claude Sonnet 5-level on FrontierCode 1.1 with low latency and under half the cost, with 50% promo. (Source)

08-14-2026 06:46
Continuous batching boosts LLM throughput 23x

According to @_avichawla, continuous batching replaces static slots, lifting LLM throughput up to 23x in high variance workloads, per Anyscale tests. (Source)

08-13-2026 19:57
Google Agents CLI Hardens AI agents with 3 controls

According to @_avichawla, Google’s Agents CLI adds scoped identity, model armor, and an agent gateway to mitigate prompt injection and egress risks. (Source)

08-11-2026 08:25
MongoDB Atlas Auto-Embedding Simplifies Search

According to @_avichawla, MongoDB Atlas now auto-generates embeddings with Voyage AI models, re-embedding on updates to keep semantic search accurate. (Source)

08-09-2026 06:39