summarization

A meeting agent tool built with Hindsight for persistent memory, featuring summarization and decision detection to help teams maintain alignment across meetings.

The author has open-sourced 'jevclip', a tool based on Jev that processes videos to generate summaries, highlight reels, and trimmed versions by removing unnecessary content, with adjustable parameters and low cost.

IterSynth introduces a role-decoupled iterative synthesis paradigm for deep search agents, using reinforcement learning to improve performance on long-horizon search tasks and surpassing prior methods on benchmarks.

This paper empirically analyzes cost savings in context-compression gateways for multi-turn coding agents, revealing that tool-schema filtering provides fixed token savings, while content compression saves quadratically but can be offset by recalls, offering actionable insights for cost optimization.

The paper introduces a two-model architecture called Summarize-Judge-Refine (SJR) for multimodal content moderation, which decouples content understanding and policy learning via natural language summaries, enabling significant performance gains and few-shot policy adaptation.

Hola AI is an AI voicemail assistant that answers calls, takes messages, filters spam, and provides instant summaries to help users manage communications efficiently.

Meetily is a local AI meeting assistant that ensures privacy by handling recording, transcription, and summarization on the user's computer, using models like Whisper and Parakeet across macOS, Windows, and Linux.

TIAO is a token importance-aware reinforcement learning strategy for text summarization that reweights trajectories based on token dependencies, achieving results comparable to GPT-4 and GPT-5-nano on real-world datasets.

The author discusses using recursive summaries in their chat app 'harness' to manage context but observes model degradation with Qwen Flash Next after many messages, questioning if conversation compaction pollutes model coherence.

Speechmark is a private macOS app that records, transcribes, and summarizes meetings entirely on-device, featuring speaker-attributed transcripts and integrations with Claude Code via MCP server.

This paper introduces a taxonomy and dataset for contextual knowledge conflicts in large language models, experiments with seven LLMs, and proposes a steering method to improve conflict resolution in reasoning and summarization tasks.

This paper introduces the Conformal Relevance framework, which uses in-context learning and ensembling to improve conciseness in NLP tasks while maintaining coverage guarantees via conformal prediction.

LoomSum is a training-free framework that improves faithful summarization of long text-table documents by explicitly linking quantitative facts with narrative evidence, and introduces a new metric TGF for evaluating faithfulness.

Plaud is launching the Plaud One Explorer Edition AI earbuds, which record, transcribe, and summarize conversations with built-in 4G connectivity and integration with tools like Gmail and Google Calendar.

The paper describes a submission to the WMT 2026 MIST shared task, using the Tiny Aya Global model with task-specialized QLoRA adapters for multilingual summarization and question answering.

A user shares their setup using Ling 3.0 Tiny as an auxiliary model for Hermes (Qwen 3.8 27B) to handle simple tasks like context compression and summarization, improving speed and efficiency without quality loss.

Glasp for Firefox is a tool that enables users to highlight and summarize any webpage, PDF, or video directly within the Firefox browser.

This article explains how compaction works in the Pi coding agent, summarizing old conversation history when the context window nears its limit, and details Pi's specific implementation and triggers.

Kin Health is a product that records doctor visits and provides clear summaries for patients.

This paper presents a grounded and decomposed framework for evaluating relation-level hallucinations in abstractive summarization, introducing a normalized Relation Hallucination Index (RHI) with linguistically informed relation extraction enhancements.