Tried it on my SaaS—got a week of LinkedIn posts instantly
AUTOMATION
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Using Prompt Engineering for Efficient Cold Email Workflows
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Cold email styles baked into the prompt = huge time saver.
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The Role of Tool Use and APIs in AI Agent Value
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Tool use is where agents stop being interesting and start being valuable.
APIs are their superpowers. -
AI Can Easily Replace HR Functions, Augmentation Is Just PR
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Le problème c'est l'immense démagogie sur l'IA pour les RH : tous ceux qui en parlent veulent absolument garder les RH et parlent de RH "augmentés". En réalité des IA remplacent facilement tout ce que "font" les RH Tout le monde sait que le côté "humain" des RH c'est de la com.
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5 Design Shifts for Building Better AI Agents
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Want to build better agents? OdysseyBench implies 5 core design shifts: 1. Plan before acting (return explicit step list)
2. Add file/tool validation steps (pre-checks)
3. Use chunked memory, not full transcripts
4. Log task-specific failures (missing file, missing write)
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Challenges with File Formats in AI Agent Workflows
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File formats that cause the most breakage? DOCX and XLSX Why? • Multi-step creation workflows
• Fragile API sequences
• Confusing dependencies across tools
• Easy to hallucinate filenames or paths -
Top 4 Failure Modes in AI Agent Execution
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Top 4 Failure Modes: 1. Missing files – agent forgets to locate or read required inputs
2. Missing actions – agent skips subtasks (e.g., doesn’t write output)
3. Incorrect tool use – uses wrong app or API for the goal
4. Poor planning – jumps to execution before -
OdysseyBench and HOMERAGENTS: A Multi-Agent Generation Pipeline
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OdysseyBench is built using HOMERAGENTS, a multi-agent generation pipeline: • HOMERAGENTS+: Converts atomic tasks into multi-turn workflows • HOMERAGENTS-NEO: Synthesizes entirely new tasks using simulated app exploration Each task is: • Goal-driven
• Dialogue-based
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The Quiet Evolution Toward AGI Integration
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agi won’t feel like a big bang moment. it’ll creep in quietly:
– ai running your calendar better than you
– ai negotiating contracts you didn’t want to read
– ai hiring people you’ll never meet
– ai designing products customers love before you test by the time we call it “agi,” -
AI Spreadsheet with Cell Agents Achieves General Availability
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AI spreadsheet Paradigm, which has an agent in each cell, launched in general availability
— The Rundown AI (@TheRundownAI) 19 août 2025
It solves tasks that would normally require 30 hours of repetitive web research in just 30 seconds
Average throughput is 0.5B tokens/minpic.twitter.com/rsggugLoBJAI spreadsheet Paradigm, which has an agent in each cell, launched in general availability It solves tasks that would normally require 30 hours of repetitive web research in just 30 seconds Average throughput is 0.5B tokens/min