AI Memory

23 articles on AI Memory — programs, tooling, and delivery on Petralian.

Related topics

Browse by format

Browse by topicAI Memory

Showing 23 articles on AI Memory

Conference room before standup with a single clipboard on the table and chairs angled inward.
Hybrid

Session Bridge as the Standup File Agents Read First

Best forDelivery leads and program managers who want agents and humans aligned on sprint intent before standup, not after transcript archaeology

Standup worked for humans in the room. It never fed the next session. A short Bridge file after standup gives agents and teammates the same priority, blockers, and owners.

Continue reading →
Smartphone with chat glow on an armrest and a laptop displaying a folder tree on a table.
Hybrid

OpenClaw vs Cursor in 2026: Ambient Messaging Agent vs File-Grounded IDE

Best forAnyone who read OpenClaw hype and uses Cursor who wants a clear comparison between ambient messaging agents and file-grounded IDE work

OpenClaw is my mental model for ambient agents on WhatsApp and Telegram. Cursor is where files, rules, and shipping live. Here is the 2026 split.

Continue reading →
Phone on a kitchen counter with message bubbles and a desk with open document folders in the background.
Hybrid

Hermes vs Cursor in My Setup: Life Agent on the Server, File Work at the Desk

Best forAnyone comparing a hosted messaging agent with Cursor who wants a clear split between ambient life admin and file-heavy project work

Hermes is my hosted life agent on Telegram and family WebUI. Cursor is my file-grounded desk agent. Here is when each wins in 2026.

Continue reading →
Automatic memory carousel beside open wooden drawers of markdown files connected by a beam of light.
Hybrid

Managed Agent Memory vs Files You Control: A Strategic Hybrid

Best forAnyone evaluating Mem0 or similar managed memory who also keeps Obsidian or git markdown and wants a clear hybrid rule instead of vendor lock-in

Mem0 and managed memory layers promise automatic recall. File harnesses promise portability. I use both lanes deliberately — not as a single winner.

Continue reading →
Cinematic 16:9: magnifying glass over a faint chat transcript layer floating above a solid leather notebook labeled only by texture, amber desk lamp, cool shadow.
Hybrid

Cursor Conversation Search vs a Bridge File: Where Session Memory Should Live

Best forAnyone relying on Cursor chat search who still loses thread between sessions and wants a durable handoff file without rebuilding the whole vault

Cmd+K transcript search finds what was said. A Bridge SSOT file holds what still matters. Here is when to use each and why files win for handoff.

Continue reading →
Cinematic 16:9: a single desk lamp illuminates a week planner board with six soft abstract mode tiles (thought bubble, handshake, notebook, calendar, wrench,...
Hybrid

One Agent, Many Workflows: What Cursor Customize Is For (Beyond Coding)

Best forAnyone who uses AI across study, business, and personal work and wants one customized agent interface instead of a pile of chat tabs

Cursor Customize is how you shape one agent for brainstorming, consulting, blogging, shipping, and life admin - then hand off between phone and desk without restarting from zero.

Continue reading →
Cinematic 16:9: macro of interlocking brass gears beside a leather notebook and a phone face-down, warm rim light suggesting a closed loop, no logos, no read...
Hybrid

Skills, Hooks, and Orchestration: Cursor Customize With an Obsidian Memory Loop

Best forReaders who already get work modes and want the Customize mechanics plus Obsidian/mobile handoff without a full wiring handbook

The deep dive on Cursor Customize mechanics that matter: skills, hooks, commands, subagents, MCPs - plus the Obsidian memory loop and mobile-to-desktop handoff.

Continue reading →
Cinematic 16:9: low-angle of a laptop on a workbench with a small shipping crate icon shape nearby, cool daylight from a window, sense of careful release, no...
Hybrid

Cursor Customize for Local Develop and GitHub Shipping

Best forAnyone who occasionally ships code or config with AI and wants light review habits without a full developer handbook

A light Customize setup for directed local changes and GitHub shipping: review habits, small diffs, and handoffs - without turning this into another full harness handbook.

Continue reading →
Cinematic 16:9: editorial desk with a manuscript stack beside a slim bridge notebook and a laptop edge in soft morning light, copper lamp glow, no logos, no ...
Hybrid

Cursor Customize for Blogging and Project Memory

Best forWriters and operators who want AI help on drafts without losing voice, publish control, or session continuity

Customize Cursor for Petralian-style blogging and project memory: voice rules, draft folders as publish gates, and Bridge/session notes so work continues after the chat ends.

Continue reading →
Cinematic 16:9: night train window with soft bokeh city lights, a notebook and phone on the tray table catching warm cabin light, sense of ideas in transit, ...
Hybrid

Cursor Customize for Brainstorming and a Personal Agent

Best forAnyone whose idea chats and life-admin chats keep contaminating each other

Use Cursor Customize so brainstorming stays exploratory and your personal agent stays private - without mixing life admin into public drafts.

Continue reading →
Everyday desk with laptop open to a workspace beside folders for study, work, and personal projects, warm natural light, no logos or readable text.
Hybrid

Is Cursor Only for Developers? A Better AI Interface for Anyone With Files

Best forAnyone outgrowing ChatGPT tabs who wants file-grounded AI that remembers your rules across projects, semesters, jobs, and side work

Cursor is sold as a coding IDE. I use it as a governed agent for writing, research, commerce, job search, client work, and code when needed. The win is file-grounded memory, not syntax highlighting.

Continue reading →
Flow from Obsidian vault folders through sync scripts to a live site and search crawlers, editorial still life, no logos or readable text.
Hybrid

How I Built an SEO and GEO Publish Pipeline (Without an Agency)

Best forAnyone publishing a personal or company site who wants search and AI discovery without an agency retainer

Publishing is not the hard part — being findable is. I wired preflight checks, llms.txt, IndexNow, and auto-fix scripts into one vault-to-Vercel chain so Google and AI crawlers see what I meant to ship.

Continue reading →
Desk with one labeled Obsidian notebook feeding multiple project folders on a laptop screen, warm editorial lighting, no logos or readable text.
Hybrid

How I Run Cursor With One Obsidian Brain Across Many Projects

Best forAnyone running Cursor across multiple contexts who wants one external memory system without rebuilding rules per folder

I stopped copying AI rules into every engagement. One Brain vault, native file reads, hooks, and a sync script align personal site, Shopify app, job applications, and client work — one memory system for program delivery.

Continue reading →
Cinematic 16:9: three translucent drawers labeled Repo, Brain-Pack,
Hands-on

Agent Harness Memory Loop — Four Tiers, Feedback Loop, and Load Gates

Best forPractice leads connecting file memory, Obsidian, and agent loops across engagements

External memory is four tiers in practice — short-term, operational, evergreen, and a feedback loop hardened into rules and footers. The harness gates when each tier loads so you keep control without token bloat.

Continue reading →
Cinematic 16:9: workbench with crossed-out proxy diagram, active OpenRouter
Hands-on

Beyond Headroom: What I Tried to Save Cursor Tokens, What Failed, and What I Use Now

Best forProgram leads optimizing Cursor token spend and context discipline without proxy middleware

I ran Headroom, built a 300-line proxy, wired a Cloudflare tunnel, and added RTK. On my Cursor + OpenRouter workload the dollars did not move. Here is what is worth doing instead.

Continue reading →
Cinematic 16:9 low-angle shot: two translucent IDE panes floating in
Hands-on

From VS Code Copilot to Cursor: What Changed in My AI Workflow

Best forPractice leads comparing Copilot and Cursor for governed agent workflows

Copilot had the same footer spec but dropped it on long chats. Cursor keeps it with alwaysApply rules, optional hooks, and a v3.1 mode-based Response Footer Contract.

Continue reading →
Minimal developer workspace with a single model selector pinned to one
Hands-on

Composer 2.5 as My Only Coding Model: Cost, Predictability, and a Tighter Bootstrap

Best forPractice leads standardizing Cursor model policy and tighter agent bootstrap

I run Cursor on Composer 2.5 only—not to save money alone, but to get predictable rule compliance. A tighter session bootstrap beat chasing frontier models for my workflow.

Continue reading →
Desk with layered notebooks and a laptop showing a linked note graph for session continuity.
Hybrid

External Memory Series: A Practical Guide to AI Session Continuity

Best forProgram leads and knowledge workers adopting file-based memory for AI-assisted work — start here for the series map

Chat is not memory. This series explains a file-based external brain for builders and leaders—four layers, hooks, and why it beats hoping the model remembers.

Continue reading →
Calm home office desk with an open Obsidian-style linked note graph
Hybrid

Beyond Chat History: Using Layered Obsidian Memory for Personal Productivity

Best forKnowledge workers layering Obsidian memory beyond a single chat thread

The same three-layer memory stack used for shipping code works for strategic work, client engagements, and cross-tool AI—short chat, operational handoffs, evergreen notes, and explicit feedback.

Continue reading →
Editorial overhead photograph of a developer desk with three labeled
Hands-on

Three Layers of External Memory for AI-First Development

Best forPractice leads implementing layered external memory for agent-assisted delivery (Playbook)

Chat context is not memory. A three-layer file system—session, operational, evergreen—plus hooks and git automation is how I keep production codebases coherent across hundreds of agent sessions.

Continue reading →
Editorial photograph of a printed runbook and decision log on a conference
Hybrid

Why Deliberate File Memory Beats Hoping Agents Remember

Best forTeams adopting governance for file-based agent memory instead of hoping context sticks

Chat memory is opaque and ephemeral. Deliberate files give audit trails, solo-shipping continuity, team handoffs, and survival when models or tools change.

Continue reading →
Editorial desk with two diagrams side by side on paper—one a simple
Hybrid

Why File Memory Beats the Three-Layer AI Diagram

Best forLeaders choosing file memory for governed AI programs over diagram-perfect architecture

The popular STM / LTM / feedback diagram optimizes in-model memory. A file-based external brain optimizes audit, handoff, and tool churn. Here is when each design wins—and why I chose files.

Continue reading →
Hero illustration for The AI Memory Problem: OpenClaw, Hermes, Karpathy, and the Approach That Actually
Hybrid

The AI Memory Problem: OpenClaw, Hermes, Karpathy, and the Approach That Actually Survives

Best forBuilders and product leads comparing durable memory approaches for agents

Every AI session starts from scratch. Four tools are racing to solve the AI memory problem - OpenClaw, Hermes, Karpathy's LLM wiki, and a plain Obsidian vault. Here's how they differ and which approach actually survives tool churn.

Continue reading →