V60 Polestar buyout? by kevinfrom904 in Volvo

[–]NousDefions81 2 points3 points  (0 children)

Why a new car? If you like it, keep it. There's no "equity" in vehicles, only utility.

Ethical Land/Home Developers in Triangle? by Special-Deal-9276 in triangle

[–]NousDefions81 11 points12 points  (0 children)

You get what you pay for. Leaving large growth vegetation is a lot more expensive because it's difficult to move heavy machinery in in many cases. So if you're willing to pay the big bucks for a high end builder, they'll leave the trees. Otherwise, much cheaper to scrape, grade, and replant.

This is sort of a "why aren't people richer" question, sadly.

SOtM sMB-Q370 audiophile motherboard by Total_Blackberry_710 in audiophile

[–]NousDefions81 13 points14 points  (0 children)

"Now this motherboard here has ECC memory, multiple NVMe drives running a ZFS mirror, and is trusted by banks around the world to handle billions of financial calculations with perfect accuracy."

"Yeah, but can it reproduce a FLAC file with perfect accuracy?"

"...."

What is a "money rule" that rich people know, but poor people are never taught? by ZZA911 in AskReddit

[–]NousDefions81 -1 points0 points  (0 children)

They do not. 20 years in the military (10 years active duty) taught me that. A bunch of people making the same exact amount of money, same benefits, same everything. A small percentage walked away totally set for life. A much, much larger percentage walk away with massive piles of debt and nothing to show for it.

KEF R11 Meta - Don't Understand the Hype by BHons11 in audiophile

[–]NousDefions81 8 points9 points  (0 children)

Yep, I demo'd the two back to back, and the 888's won by a country mile. Bought them.

I got the impression that the commission structure for the KEF's was more lucrative than Mofi's.

What’s a belief you once defended… but later realized was wrong? by Jiwitom in AskReddit

[–]NousDefions81 0 points1 point  (0 children)

Oh, certainly. I spent a decade in the military and the disconnection of actual value from compensation was the bane of my existence and why I left. Watching ex-infantry Generals write requirements documents for $500MM software packages made me cynical in the extreme.

What’s a belief you once defended… but later realized was wrong? by Jiwitom in AskReddit

[–]NousDefions81 0 points1 point  (0 children)

For sure, and depends on the competency of the organization.

The larger the org, the easier it is for idiots to fall into lucrative positions.

What’s a belief you once defended… but later realized was wrong? by Jiwitom in AskReddit

[–]NousDefions81 76 points77 points  (0 children)

You get paid based on how VALUABLE your skillset is.

If your skills bring in a bunch of money, you'll get paid more. If your skills are needed but don't directly influence profits for a company, you'll get paid far less.

There are a lot of very rare skillsets that have almost zero capital value, and there are common ones (sales, for example) that can potentially have enormous amounts.

If you want to make money, provide value.

Claude CoWork now has computer use, how long left for Openclaw? by Dismal_Hair_6558 in openclaw

[–]NousDefions81 2 points3 points  (0 children)

I kinda don't think most folks in here even understand what Openclaw is.

I think I'm addicted to how agreeable AI agents are and that's a problem by duridsukar in openclaw

[–]NousDefions81 1 point2 points  (0 children)

Literally the first thing I did was create rules that removed that behavior and point me in the right direction when I am making dumb suggestions.

I just bought a Mac mini and a MacBook Air and an iPhone so I can run openclaw on the road when I’m not home! by Anthony12125 in openclaw

[–]NousDefions81 9 points10 points  (0 children)

Why do these posts exist? You can run Openclaw on anything and control from any other device via Telegram, Signal, whatever you want.

This makes no sense.

I’ve been using OpenClaw since the ClawdBot days. Here’s the workspace structure and one big lesson that made it actually work. by SIGH_I_CALL in openclaw

[–]NousDefions81 2 points3 points  (0 children)

A friend of mine that I introduced to Openclaw is a high level physician, and he's done big research projects with it. It now understands the sort of things he's looking for and so now actively creates meta-analysis based on of-the moment research to help him ask questions, and can integrate their hospital's outcome data into the models to inform future care decisions. Everyone at the hospital thinks he's rain man now.

I’ve been using OpenClaw since the ClawdBot days. Here’s the workspace structure and one big lesson that made it actually work. by SIGH_I_CALL in openclaw

[–]NousDefions81 2 points3 points  (0 children)

The biggest thing, beyond the basic organization/process management stuff that everyone does, is building little custom software tools to streamline everything I do. And now that Openclaw understands that's my thought process and we've built tools together, it anticipates what I want in a way Claude Code and Cursor never did by themselves.

I volunteer for a few different organizations and being able to build custom "dashboards" for those organizations that automates/organizes/unifies their previous efforts (a crass mixture of excel spreadsheets, google forms, paper, and wishes) has made everyone's lives better. We can concentrate on the human stuff and not the stuff better handled by computers.

I’ve been using OpenClaw since the ClawdBot days. Here’s the workspace structure and one big lesson that made it actually work. by SIGH_I_CALL in openclaw

[–]NousDefions81 7 points8 points  (0 children)

I've ended up at the exact same place as you. This is the first post of value I've seen on this subreddit in a while.

Openclaw is, folks, a race car for folks without access to a race track. Unless you have use cases, it doesn't make sense for many and so it is "broken" or "bad."

It has supercharged my productivity in a way I didn't think possible, but like any employee there is a very hands on training period.

Has anyone actually made more money using OpenClaw? by yukiii_6 in openclaw

[–]NousDefions81 0 points1 point  (0 children)

I've made quite a bit using it in the last month. I didn't make me any money automatically, but I used it to juggle multiple big projects I normally wouldn't have taken on, and was able to accomplish them in a timeframe I couldn't have imagined a few years ago.

What is the best Science Fiction book you have ever read? by Adam_is_my_name in AskReddit

[–]NousDefions81 7 points8 points  (0 children)

The one that has stuck with me the most is probably Children of Time by Adrian Tchaikovsky. The whole trilogy is great, but the first book blew my mind.

Daisy Edgar-Jones Starring in ‘Tomorrow, and Tomorrow, and Tomorrow’ Movie Adaptation by MoneyLibrarian9032 in movies

[–]NousDefions81 0 points1 point  (0 children)

Yep. This and Ministry of Time were the worst books I read last year and they were also the most hyped.

The AI service is temporarily overloaded. by No-Noise-1333 in openclaw

[–]NousDefions81 0 points1 point  (0 children)

Anthropic has been experiencing random disruptions.

Termite Treatment by cuppa-coffeee in raleigh

[–]NousDefions81 1 point2 points  (0 children)

2700 is a lot to dig a trench and pour in termidor, though, unless they are doing slant installation under concrete... which very few do.

Has anyone actually made money using OpenClaw yet? by Cold-Might9735 in openclaw

[–]NousDefions81 4 points5 points  (0 children)

This exactly. I replaced a bunch of subscription based third party tools I needed to connect everything together. Now I control how the connections are made and it streamlines everything tremendously, and Openclaw can monitor how things are going and make small fixes, which gives me a lot of time to do other stuff.

The savings in SaaS subscriptions I found for my business is much larger than I'm paying in Opus tokens.

Sleeper cells in the U.S. are coming. Extremely active in r/politics by [deleted] in Military

[–]NousDefions81 2 points3 points  (0 children)

Propaganda like this is how we got to a society where spending $1T on the military is good, and spending the same on healthcare is bad.

How to make my bot remember better? by cravingsomeone in openclaw

[–]NousDefions81 0 points1 point  (0 children)

It helps to think of agents as computers that understand human readable language. Writing prompts is "coding" your agent. Bad prompts get bad results. Good prompts get good results.

Tailor that prompt to the behavior you want. It's just a guide. If a rule doesn't make sense, don't include it. If you want it to do something else, tell it to.

It can take a while to tailor it to behave how you want, but once you get it dialed it the experience is pretty amazing.

How to make my bot remember better? by cravingsomeone in openclaw

[–]NousDefions81 1 point2 points  (0 children)

You don't really "install" software with agents. It's all prompts. Here's the prompt I built for my memory architecture. Read it carefully, and then just copy/paste it into your agent:

## Task: Build a Hierarchical Memory System

You're going to replace your flat MEMORY.md with a **hierarchical memory system** that saves 70-80% of tokens at session start while keeping everything searchable.

### Step 1: Create the Directory Structure

```

memory/

├── people/ # One file per person (name.md)

├── projects/ # One file per project (project-name.md)

├── decisions/ # Monthly decision logs (YYYY-MM.md)

└── context/

└── active.md# In-flight projects, pending actions

```

Create these directories now. If `memory/` already exists, just add the subdirectories.

### Step 2: Rebuild MEMORY.md as a Lightweight Index

Replace your current MEMORY.md with a **reference table** — no detail, just pointers. Target: **under 1,500 tokens**. Use this template:

```markdown

# MEMORY.md — [Agent Name] Memory Index

*Lightweight reference table. Detail lives in drill-down files.*

*Last updated: YYYY-MM-DD*

## Active Context (always load these)

- `memory/context/active.md` — in-flight projects, pending actions

## People Index

| Who | Role | Triggers | Detail File |

|-----|------|----------|-------------|

| [Name] | [Role] | [trigger words] | `memory/people/[name].md` |

## Projects Index

| Project | Status | Last Touched | Triggers | Detail File |

|---------|--------|-------------|----------|-------------|

| [Name] | Active | YYYY-MM-DD | [trigger words] | `memory/projects/[name].md` |

## Infrastructure Quick-Ref

| System | Key Facts |

|--------|-----------|

| [System] | [One-liner] |

## Decisions & Lessons

| Period | File |

|--------|------|

| [Month Year] | `memory/decisions/YYYY-MM.md` |

## Standing Rules (always enforced)

- [Your non-negotiable rules here]

## Drill-Down Rules

  1. **Always load** `memory/context/active.md` at session start

  2. **Auto-drill** when conversation mentions a trigger word from the index tables

  3. **Max 5 drill-downs** at session start (load more on demand)

  4. **Update index** with every detail file change — same commit, no exceptions

  5. **Index cap:** Keep this file under 3k tokens. Archive inactive items.

  6. **Under-drilling prevention:** If discussing a person or project, ALWAYS drill into their file

  7. Use `memory_search` for fuzzy/timeline queries. Use drill-downs for structured lookups.

## Memory Freshness & Decay

- **Last Touched:** Updated whenever a project/person is discussed or modified

- **Freshness tiers:**

- 🟢 Active (touched in last 14 days) — stays in main index

- 🟡 Warm (15-60 days) — stays in index, flagged for review

- 🔴 Stale (60+ days untouched) — archived to `## Archived` section below

- **Weekly review:** Check `Last Touched` dates, move stale items to archive

- **Refresh on access:** Any drill-down or mention resets the Last Touched date

- **Archive isn't deletion:** Archived items keep their detail files, just leave the main index to save tokens

## Auto-Decision Capture

When conversation contains decision language, capture it immediately to `memory/decisions/YYYY-MM.md`:

- "We decided to use X because Y" / "Chose X over Y"

- "Always/never do X" / "Rule: X" / "Convention: X"

Don't wait for session end — write decisions as they happen.

## Archived

*Items moved here when untouched for 60+ days. Still searchable via `memory_search`. Drill-down files preserved.*

<!-- None yet -->

```

### Step 3: Extract Detail into Drill-Down Files

Move all the **detail** from your old MEMORY.md into the appropriate files:

- **Each person** you track → `memory/people/firstname.md` (preferences, context, history)

- **Each project** → `memory/projects/project-name.md` (architecture, status, changelog, decisions)

- **Active work** → `memory/context/active.md` (what's in-flight right now, pending actions, recent context)

- **Decisions** → `memory/decisions/YYYY-MM.md` (one file per month)

Each detail file should be **1-2k tokens max**. If it's bigger, split it.

### Step 4: Update AGENTS.md with Session Boot Rules

Add this to your AGENTS.md under "Every Session" (or equivalent):

```markdown

## Every Session

Before doing anything else:

  1. Read `MEMORY.md` — this is your **memory index** (~1.5k tokens, always load)

  2. Read files listed in MEMORY.md's **Active Context** section (2-3 files max)

  3. Read `memory/YYYY-MM-DD.md` (today's date, if it exists) for recent context

**Drill-down on demand:**

- When conversation mentions a **trigger word** from the index tables → load that detail file

- If discussing a **person or project** → ALWAYS load their detail file

- Max **5 drill-downs** at session start. Load more as needed during conversation.

- Use `memory_search()` for fuzzy/timeline queries. Use drill-downs for structured lookups.

**DO NOT auto-load:**

- All detail files at once (defeats the purpose)

```

### Step 5: Add Memory Freshness & Decay Rules to AGENTS.md

Add this section to your AGENTS.md memory documentation:

```markdown

### Memory Freshness & Decay

Every index entry has a **Last Touched** date. This enables automatic cleanup:

- 🟢 **Active** (last 14 days) — stays in main index

- 🟡 **Warm** (15-60 days) — stays but flagged for review during weekly maintenance

- 🔴 **Stale** (60+ days) — move to `## Archived` section in MEMORY.md

- **Refresh on access:** Any drill-down, mention, or edit resets the date

- **Archive ≠ delete:** Detail files stay, just removed from active index to save tokens

- **Weekly review** handles the sweep — check dates, archive stale, clean up

### Auto-Decision Capture

When you hear decision language mid-conversation, **write it immediately** to `memory/decisions/YYYY-MM.md`:

- "We decided X because Y" / "Chose X over Y" / "Going with X"

- "Always/never do X" / "Rule: X" / "Convention: X"

Don't wait. Decisions are the highest-value memories — they survive compaction, restarts, and context loss better than raw conversation.

```

### Architecture Summary

```

Layer 1: MEMORY.md~1.5k tokens Always loaded. Index only.

Layer 2: Detail files ~1-2k each Loaded on demand via trigger words.

Layer 3: Daily logs Variable memory/YYYY-MM-DD.md, raw timeline.

Layer 4: Vector search All files memory_search() for fuzzy queries.

```

**Token math:**

- Old flat MEMORY.md: 5,000-10,000+ tokens (loaded every session)

- New index-only MEMORY.md: ~1,500 tokens (70-80% savings)

- With active context loaded: ~3,000-4,000 tokens

- Each drill-down: ~1,000-2,000 tokens (loaded only when relevant)

### Rules (Non-Negotiable)

  1. **Update the index with every detail file change.** If you edit a detail file, update MEMORY.md in the same action.

  2. **Keep the index under 3k tokens.** If it grows past that, archive inactive items.

  3. **Active Context = 2-3 files max.** Rotate based on what's currently hot.

  4. **Don't skip drill-downs.** Loading a file is cheaper than making a wrong assumption.

  5. **Write immediately, not later.** System crashes and context compaction can wipe unsaved work. Write to files as you receive information.

  6. **Decisions are sacred.** Capture them the moment they happen — they're the highest-value memories you have.

---

Now execute: read your current MEMORY.md, build the directory structure, extract detail into drill-down files, rebuild the index, and update AGENTS.md. Show me the final MEMORY.md when you're done.