David W. Keith
@dwk.io
Former engineer at Apple, Nest, Google, and Tara AI. Now supporting AP CS education, non-profits, leftist political candidates, and open source.
🇺🇸✊🌹
🔐 https://dwk.io
Agnostic <(S)He/It>
🇺🇸✊🌹
🔐 https://dwk.io
Agnostic <(S)He/It>
What’s up with @gruber.foo’s formatting in @netnewswire.com’s RSS?
January 20, 2026 at 4:40 AM
What’s up with @gruber.foo’s formatting in @netnewswire.com’s RSS?
No sudden downpour this morning, a crow was standing on our rain sensor
January 19, 2026 at 6:34 PM
No sudden downpour this morning, a crow was standing on our rain sensor
As a “flexitarian” I have noticed that good tasting vegetarian meals are often a lot of prep work
January 12, 2026 at 1:18 AM
As a “flexitarian” I have noticed that good tasting vegetarian meals are often a lot of prep work
ProTip: many stainless steel bowls are induction compatible, just avoid wok temperatures if you don’t want it to warp.
January 12, 2026 at 12:22 AM
ProTip: many stainless steel bowls are induction compatible, just avoid wok temperatures if you don’t want it to warp.
I agree with Walt Disney’s thoughts on residential neighborhoods.
December 20, 2025 at 9:46 PM
I agree with Walt Disney’s thoughts on residential neighborhoods.
My experience with Mastodon
December 5, 2025 at 12:04 AM
My experience with Mastodon
Will it tare? Apparently yes, digital scales are accurate over a huge range.
November 23, 2025 at 11:31 PM
Will it tare? Apparently yes, digital scales are accurate over a huge range.
Why is Etsy selling their email database? This hurts all their retailers.
November 7, 2025 at 6:06 PM
Why is Etsy selling their email database? This hurts all their retailers.
Dog treats are a surprising hit
November 1, 2025 at 3:08 AM
Dog treats are a surprising hit
If only there was a reliable set of standards for iOS and Android as car keys.
October 31, 2025 at 10:22 PM
If only there was a reliable set of standards for iOS and Android as car keys.
Sounds right, at least from the south.
October 27, 2025 at 10:20 PM
Sounds right, at least from the south.
Was this automated, or did someone forget to violate the Hatch Act?
October 21, 2025 at 8:43 PM
Was this automated, or did someone forget to violate the Hatch Act?
The government’s most important work is still getting done
October 21, 2025 at 1:07 AM
The government’s most important work is still getting done
Posted some photos live from the San Jose #NoKings protest on Next Door. The engagement is quite high. Lots of, let’s say, interesting discussions with my neighbors.
October 20, 2025 at 9:00 PM
Posted some photos live from the San Jose #NoKings protest on Next Door. The engagement is quite high. Lots of, let’s say, interesting discussions with my neighbors.
Laika is a communist, Zuzu a reluctant republican. Guess which is which.
October 18, 2025 at 11:10 PM
Laika is a communist, Zuzu a reluctant republican. Guess which is which.
Ea-Nasir will forever be known for his low quality copper
October 13, 2025 at 1:31 AM
Ea-Nasir will forever be known for his low quality copper
What’s the ratio of Story Points to Tokens in Claud Code? Ask me again in a month.
![### 📊 Token Usage Tracking
**Purpose**: Track actual token consumption to improve future estimates and validate story point accuracy.
**How to Track**: When completing a task with Claude Code, add the following to the completed task:
```markdown
- **Tokens Used**: [X tokens] (~Y% of 200K budget)
- **Token/Point Ratio**: ~[Z]K tokens per point
- **Deliverables**: [N lines] ([code] + [tests] + [docs])
```
**Current Baseline** (from first completed task):
- **1 point** = ~67K tokens (comprehensive implementation with tests & docs)
- **Budget Planning**: 200K tokens ≈ 2-3 points comfortably
- **Quality Level**: Production-ready with full test coverage and documentation
**Factors that increase token usage**:
- Large codebase exploration
- Complex architecture decisions
- Extensive documentation
- Comprehensive test suites
- Multiple implementation paths
- Error handling & edge cases
**Factors that decrease token usage**:
- Focused, well-scoped tasks
- Existing patterns to follow
- Minimal new documentation
- Simple implementations
- Clear requirements](https://cdn.bsky.app/img/feed_thumbnail/plain/did:plc:rxtknc5m5ixmscnq3xdamqxc/bafkreigklukinjsqpeb6l7myvdzebu7ivjrg5qofaxh3jegofbcneuqn2y@jpeg)
September 30, 2025 at 11:26 PM
What’s the ratio of Story Points to Tokens in Claud Code? Ask me again in a month.
Hmm. Apparently I can’t add doc links to Claude’s calls to Bash().
August 29, 2025 at 11:17 PM
Hmm. Apparently I can’t add doc links to Claude’s calls to Bash().
Vibe coding while doing dishes; don’t tell my boss
August 29, 2025 at 8:13 PM
Vibe coding while doing dishes; don’t tell my boss