#SFT limitations

45 related articles

Jul 29, 2026·2 min

OpenReviewer: An Open-Source LLM Built Specifically for Scientific Paper Review

OpenReviewer is an open-source LLM for generating critical scientific paper reviews. This article analyzes its technical approach, use cases, and limitations.

Jul 29, 2026·2 min

OpenReviewer: An Open-Source LLM Built Specifically for Scientific Paper Review

OpenReviewer is an open-source LLM for generating critical scientific paper reviews. This article analyzes its technical approach, use cases, and limitations.

Jul 28, 2026·3 min

Why Are Uncensored Open-Source LLMs More Optimistic? A Deep Dive into Alignment Side Effects

Research finds uncensored open-source LLMs are measurably more optimistic than base models. This article analyzes how uncensoring changes model personality and the coupling effects of alignment.

Jul 28, 2026·3 min

Preparation Guide for NLP Research Scientist Internships: Key Focus Areas and Common Pitfalls

A comprehensive guide to preparing for NLP Research Scientist Intern roles, covering evaluation criteria, foundational knowledge, paper reading strategies, hands-on skills, and common pitfalls.

Jul 28, 2026·3 min

Deep Dive into Inkling: The First Frontier Open-Source Multimodal LLM from the West

Thinking Machines releases Inkling, an open-source multimodal LLM with near-trillion MoE parameters, 1M token context, Apache 2.0 license. Deep dive into architecture, benchmarks, and pricing.

Jul 27, 2026·3 min

From RAG to Agent Tuning: A Complete Guide to Deploying LLM Agents

A deep dive into LLM Agent frameworks covering RAG, Agent core components (tools, memory, planning), and Agent Tuning workflows with cost considerations for production deployment.

Jul 27, 2026·5 min

Getting Started with Codex: Four Product Forms Explained & How to Choose Between Cursor, Claude Code, and Codex

In-depth analysis of OpenAI Codex's four forms (CLI, web, plugin, app), comparing Codex, Claude Code, and Cursor on price, stability, and use cases to help developers choose the right tool.

Jul 23, 2026·7 min

Qwen3 235B A22B in Practice: A 2.4-Trillion-Parameter Open Model Surpasses Claude Opus

Hands-on with Alibaba Tongyi Qianwen's strongest Qwen3: a 2.4-trillion-parameter open weight model scoring 81.25% on KingBench, ranking second and beating Claude Opus 4.8 with perfect scores in game dev, math, and agent tasks.

Jul 21, 2026·2 min

Gemini 3.5 Pro Rebuilt from Scratch: Delays, Talent Exodus, and the AI Competition Landscape

Gemini 3.5 Pro was rebuilt from scratch due to gaps in math reasoning and SVG generation, as four senior Google researchers joined Anthropic. A deep dive into the technical and talent implications.

Jul 21, 2026·3 min

Enterprise RAG Knowledge Isolation in Practice: Physical Isolation vs. Adaptive Soft Boundaries

A deep dive into two enterprise RAG knowledge isolation strategies: physical isolation vs. adaptive soft boundaries — covering metadata tagging, dynamic user-profile filtering, hybrid retrieval architecture, and data quality best practices.

Jul 21, 2026·3 min

LangChain + MCP + Agent: A Complete Guide to Enterprise-Grade AI Agent Development

A deep dive into LangChain, LangGraph, MCP, and enterprise AI Agent development: covering Streamable HTTP updates, DeepSeek R1 Function Calling limits, and Qwen3 agent capabilities.

GODMODE Project Deep Dive: AI Jailbrea…

Jul 19, 2026·2 min

GODMODE Project Deep Dive: AI Jailbreaking Techniques and the Security Arms Race in Large Language Models

GODMODE (G0DM0D3) has 9,300+ GitHub stars fueling debate on AI jailbreaking vs. safety alignment. A deep technical dive into LLM guardrails, prompt injection, and AI security governance.

Jul 16, 2026·3 min

Can Small Local Models Become Software Domain Experts? A RAG Architecture Deep Dive

Can small local models (1.5B–3B) become software domain experts? This article breaks down CPT, SFT, RAG, and Agent architectures, with a layered RAG-centric design for CPU-only local deployment.

Jul 16, 2026·3 min

Qwen3.5 Uncensored Version Local Deployment: Run a 35B Model on Just 6GB VRAM

Run Qwen3 35B-A3B uncensored locally on just 6GB VRAM using llama.cpp and GGUF quantization. Full deployment guide, code generation tests, and Agent integration walkthrough.

Jul 15, 2026·4 min

Two Paths to Better AI Reasoning: Test-Time Scaling and Formal Verification

This article synthesizes two MSR India Summit talks, exploring two key paths to better AI reasoning: test-time scaling with variable granularity search, and a formal verification framework for trustworthy agent execution.

Jul 12, 2026·5 min

In-Depth Analysis of the GPT-5.6 EQ Test: Progress and Limitations in Emotional Intelligence

A Reddit user ran EQ tests on ChatGPT 5.5 and 5.6, covering meeting emotion ranking, chess-behavior judgment, and facial attractiveness. Version 5.6 shows clear gains in multimodal emotional understanding, but social common sense remains a core weakness.

Jul 12, 2026·4 min

The Boundaries of AI Safety Guardrails: Deep Reflections Sparked by a Single Prompt

A Reddit post sparks debate: what happens when a user asks AI to "push guardrails to the limit"? An in-depth look at AI safety guardrails, jailbreaks, and content balance.

Jul 12, 2026·2 min

Directly Optimizing Face Similarity: A Practical Guide to Accelerating Character LoRA Training

Ditch inefficient noise prediction and train character LoRAs by directly optimizing face similarity. Using the DRaFT differentiable reward method, training completes in 10-12 minutes on an RTX 4090, far outperforming traditional SFT. Includes open-source code.

Local Coding Agents in Practice: A Com…

Jul 12, 2026·6 min

Local Coding Agents in Practice: A Complete Guide to Replacing Your Claude Subscription with Open-Source Models

An in-depth look at local coding agents—core concepts, advantages, and real challenges. Compare against Claude Code and learn to build a zero-subscription, private AI coding workflow with open-weight models.

Jul 11, 2026·7 min

50 AI Research Job Applications to FAANG, 0 Replies? Unpacking the Truth Behind the Job Search Struggle

An AI research engineer with 3 years of experience sent 50 applications to FAANG with zero replies. This article breaks down the hidden barriers of top-tech AI roles, the truth about LinkedIn ghost jobs, and the MLE vs. Research Engineer divide.