+0.26 Show HN: I'm an airline pilot – I built interactive graphs/globes of my flights (jameshard.ing S:+0.15 )
1539 points by jamesharding 247 days ago | 197 comments on HN | Mild positive Editorial · v3.7 · 2026-02-28 10:32:29 0
Summary Work & Expression Neutral
This is a personal portfolio documenting an airline pilot's career progression, flight statistics, and technical visualizations. While the content does not substantively engage with human rights discourse, it implicitly demonstrates exercise of professional freedom, expression, and cultural participation through open sharing of personal work and international mobility. The evaluation is neutral overall, with weak positive signals for freedom of expression and work-related freedoms.
Article Heatmap
Preamble: ND — Preamble Preamble: No Data — Preamble P Article 1: ND — Freedom, Equality, Brotherhood Article 1: No Data — Freedom, Equality, Brotherhood 1 Article 2: ND — Non-Discrimination Article 2: No Data — Non-Discrimination 2 Article 3: ND — Life, Liberty, Security Article 3: No Data — Life, Liberty, Security 3 Article 4: ND — No Slavery Article 4: No Data — No Slavery 4 Article 5: ND — No Torture Article 5: No Data — No Torture 5 Article 6: ND — Legal Personhood Article 6: No Data — Legal Personhood 6 Article 7: ND — Equality Before Law Article 7: No Data — Equality Before Law 7 Article 8: ND — Right to Remedy Article 8: No Data — Right to Remedy 8 Article 9: ND — No Arbitrary Detention Article 9: No Data — No Arbitrary Detention 9 Article 10: ND — Fair Hearing Article 10: No Data — Fair Hearing 10 Article 11: ND — Presumption of Innocence Article 11: No Data — Presumption of Innocence 11 Article 12: ND — Privacy Article 12: No Data — Privacy 12 Article 13: +0.30 — Freedom of Movement 13 Article 14: ND — Asylum Article 14: No Data — Asylum 14 Article 15: ND — Nationality Article 15: No Data — Nationality 15 Article 16: ND — Marriage & Family Article 16: No Data — Marriage & Family 16 Article 17: ND — Property Article 17: No Data — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.26 — Freedom of Expression 19 Article 20: ND — Assembly & Association Article 20: No Data — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — Social Security 22 Article 23: +0.20 — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: +0.20 — Education 26 Article 27: +0.22 — Cultural Participation 27 Article 28: ND — Social & International Order Article 28: No Data — Social & International Order 28 Article 29: ND — Duties to Community Article 29: No Data — Duties to Community 29 Article 30: ND — No Destruction of Rights Article 30: No Data — No Destruction of Rights 30
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Editorial Mean +0.26 Structural Mean +0.15
Weighted Mean +0.24 Unweighted Mean +0.24
Max +0.30 Article 13 Min +0.20 Article 23
Signal 5 No Data 26
Volatility 0.04 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL +0.21 Editorial-dominant
FW Ratio 60% 15 facts · 10 inferences
Evidence 6% coverage
2M 3L 26 ND
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Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.00 (0 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.30 (1 articles) Personal: 0.00 (0 articles) Expression: 0.26 (1 articles) Economic & Social: 0.20 (1 articles) Cultural: 0.21 (2 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 20 top-level · 27 replies
alabhyajindal 2025-06-27 13:11 UTC link
Very cool! I didn't know pilots are required to maintain a logbook. What's the official recommendation for this - using a paper logbook?
arccy 2025-06-27 13:16 UTC link
I wonder if you can spread out the airport labels a bit when they're clustered together, like the cluster around CYOO in the US.
imp0cat 2025-06-27 13:22 UTC link
The logbook is nice, but the split-flap display is downright awesome. ;)

https://jameshard.ing/projects/split-flap

ok_computer 2025-06-27 13:34 UTC link
Cool visualization for your personal logbook. How is the raw or display data stored?

The globe map reminds me of this hexagonal grid article from my bookmarks I’d found on here or reddit.

https://www.redblobgames.com/grids/hexagons/

As an airline pilot, I am curious, have you watched the season 2 of Nathan Fielder’s Rehearsal on HBO, that comically addresses the topic of pilot-copilot communication?

If so what are your thoughts on his portrayal of the existence of copilot communication friction. And without intending to dig into your personal business, do you think there is a tendency and survivor (retention) bias for the profession to remain high functioning ______, without recognizing a need for help. Or is this portrayal of stunted coworker dialog an edge case that is amplified from his perspective.

the_arun 2025-06-27 14:17 UTC link
Folks like you (expert in multiple domains) are an inspiration for people like me. I always dream to do something other than my day job. Hope I push through my laziness to do it some day !
amelius 2025-06-27 14:24 UTC link
You could turn this into a product!

Something pilots can link to from their LinkedIn accounts.

And of course to impress friends and family.

weinzierl 2025-06-27 14:41 UTC link
That is beautiful. Besides the globe and the cool animations I like the dashboard that shows summary stats.

This made me think. Either Frauenhofer or Helmholtz in Germany used to have a site where you could enter your specific flights and it would tell you your overall radiation exposure. This was meant mainly for flight personnel and it was not nearly as beautiful. The accumulated exposure would be a useful addition for the dashboard.

18172828286177 2025-06-27 14:45 UTC link
Being a professional pilot while also being able to put together such a polished software project like this is incredibly impressive
david422 2025-06-27 14:45 UTC link
Looks great, thanks for sharing! One thing I love about software engineering is that you can apply it to so many different aspects of ordinary life. Showing your flight career like this is really cool.
silasdavis 2025-06-27 14:50 UTC link
There seems to be some crossover between the software and flying 'communities'. Perhaps this is rather unsurprising given some of the shared prerequisite skills? Is it your experience there are many commercial pilots who code?

Do you expect to get 100% of the way to the sun over your career?

zX41ZdbW 2025-06-27 15:07 UTC link
I have a similar visualization on top of ~150 billion data points of ADS-B data: https://adsb.exposed/

It is interactive, so you can filter by any dimension, like the types of aircraft you fly.

It is 2D, but I thought about making it 3D as well.

PS. The map you showed is somewhat slow - when I zoom in, the framerate is less than 10.

halilkoklu 2025-06-27 15:20 UTC link
Inspiring profile with beautiful charts.

Glad to have found someone else with a similar background who decided to fly jets.

I had a good run as a software engineer and executive for the last 20 years. I have just completed my Airbus 320 type rating waiting for my base check. I will be flying for a national flag carrier.

voxleone 2025-06-27 17:48 UTC link
Very cool. I just wanted to say how much I enjoyed reading through your detailed flight logs — the way you’ve documented your experience, from distances and time in the air to the nuances of roles (P1, P2, PICUS), was fascinating.

As someone concerned with these matters — developing SpinStep, a quaternion-based library for modeling orientation and vector state evolution in physical systems — I found myself unexpectedly inspired by your data. It got me thinking: could these kinds of spatiotemporal logs, with their emphasis on direction, roles, and environmental influences, be approached through something like rotational state modeling?

For example:

.Aircraft headings and orientation changes could map naturally to quaternions.

.Role transitions (e.g. P1 ↔ P2) resemble discrete state changes within a continuous system.

.Wind effects or flight network patterns might even be modeled as external fields influencing orientation over time.

I hadn’t envisioned SpinStep in this context, but your log offered a compelling perspective. Whether or not it leads to something concrete, I just wanted to thank you for the inspiration.

.https://github.com/VoxleOne/SpinStep/blob/main/README.md \

.https://github.com/VoxleOne/SpinStep/blob/main/docs/01-ratio...

jakub_g 2025-06-27 17:50 UTC link
If you're interested in the subject, let me introduce you to GCMap.

GCMap can plot a line between any two IATA airport codes; actually you can put arbitrary number of pairs comma separated; and best of all, they can be passed as a URL param. For example: `JFK-LHR,LHR-CDG,CDG-FRA`

http://www.gcmap.com/mapui?P=JFK-LHR,LHR-CDG,CDG-FRA

I track my own flights by sending an email to myself with a GCMap URL every now and then.

joemi 2025-06-27 18:57 UTC link
Nice metrics and visualizations! The kind of graph you used for the destination matrix doesn't always feel very useful, but in this case it worked really well.

One thing I immediately thought to check after seeing your hours graph was what percentage of the year you were in flight (or in a plane, I guess). For your peak year (2024), it worked out to be about 8.7% of the year! It probably even higher if you just count your waking hours, but I don't know your sleep habits or how many of your flights you might have slept during.

kinow 2025-06-27 22:24 UTC link
Amazing visualization. Any plans to add more features to each log? e.g. difficulty of taking-off/flying to/landing, or trajectory with/out turbulence, etc.?
xyst 2025-06-28 04:07 UTC link
Should add the amount of CO2 emissions per flight since you know the model of plane(s). And if you have occupancy data for each flight, can even determine efficiency.
Crier1002 2025-06-28 05:09 UTC link
This is awesome and I love it. Thanks for sharing! I'm just wondering what made you wanna be a pilot instead of sticking with a regular software engineering career, especially since you’ve got a degree in that and, of course, your talent here :)
ccorcos 2025-06-28 05:34 UTC link
You should add time dilation to your list of statistics! You’re probably around 5 microseconds younger than someone who stayed in Earth!
inoffensivename 2025-06-28 14:09 UTC link
I love what you've done with your logbook, but the coolest part of the page was the photo of you on the flight deck with your Dad.

I'm an airline pilot here in the US and it would be the privilege of a lifetime to be able to do that with one of my kids.

jamesharding 2025-06-27 13:16 UTC link
Each country has slightly different requirements! For the US, here is the FAA rule for it: https://www.ecfr.gov/current/title-14/chapter-I/subchapter-D...

A lot of people still use paper (and fill it in after landing each flight), but there are quite a few digital options on the market now. I use one called LogTen, which stores everything in a SQLite file behind the scenes which is what I used to make this.

jamesharding 2025-06-27 13:23 UTC link
Good idea! Not sure exactly how to do this with globe.gl but I will look into it.
wetoastfood 2025-06-27 14:04 UTC link
> How is the raw or display data stored?

He answered in the post that he uses LogTen Pro[1] which enables querying with SQL[2]. In the SQL post he says the app has an export for CSV but the app stores it in SQLite which you can access and query from directly.

[1] https://logten.com/ [2] https://jameshard.ing/posts/querying-logten-pilot-logbook-sq...

jamesharding 2025-06-27 14:05 UTC link
The data is all in a sqlite file from my logbook software! I wrote a little post about extracting the data here: https://jameshard.ing/posts/querying-logten-pilot-logbook-sq...

I have only seen a few clips from The Rehersal (the bit with Sully listening to Evanescence), so I don't have much to go on. Pilot communication is definitely something that we spend a lot of time talking about and training (under the larger banner of CRM - crew resource management), and in my experience the industry is making real efforts to be better in this area!

bombcar 2025-06-27 14:09 UTC link
Reminds me of https://youtu.be/1SKDvQzcasg which is quite old.
fastball 2025-06-27 14:58 UTC link
I assumed the globe was using Uber's H3 library for the hexagons.
shawabawa3 2025-06-27 15:02 UTC link
do pilots get to mess around on a laptop while flying? My understanding is that most of a flight is just sitting there waiting for landing to start, could mean a lot of spare time to pick up programming
barbazoo 2025-06-27 15:09 UTC link
It’s not a 9-5 for many and time between flights can be significant. Not surprised they do that as a hobby on the side. Not imagining they’re doing anything during the flight.
jamesharding 2025-06-27 15:17 UTC link
There are quite a few ex-engineers who fly (though anecdotally, most seemed to have studied aerospace engineering. At this rate, I think I am on track to make it about 10% of the way there by the time I retire (unless supersonic travel comes back in a large way!)
jamesharding 2025-06-27 15:36 UTC link
Congratulations, and thank you!

I moved from the A320 to the A350 just over two years ago, and they are remarkably similar to fly (by design)! I would go so far as saying that you could hop in the A350 sim with zero training, and you would be able to operate it to a safe standard.

perks_12 2025-06-27 16:28 UTC link
He graduated from UofT with a major in CompSci.
jamesharding 2025-06-27 16:28 UTC link
A great idea!

The company that I work for does actually provide us with our cumulative dosage data for the month/year/lifetime, but not at such a granular level. Do you know of any statistical way that I could calculate this?

I suppose I could work out the great circle routes and the approximate dosage in that airspace at a given time?

jamesharding 2025-06-27 16:29 UTC link
What a kind comment :) Thank you!
jamesharding 2025-06-27 17:03 UTC link
It is so true! This XKCD comic always comes to mind though with projects like this: https://xkcd.com/1205/
kccqzy 2025-06-27 18:24 UTC link
GCMap doesn't have a whole lot of different map projections to choose from. Having more than one pair on a single map will result in a pretty bad map projection. That's my biggest complaint. They really need to add more better projections such as Mollweide, Winkel Tripel, Robinson, etc. Or they should just have a globe.
ProZsolt 2025-06-27 18:54 UTC link
Sometimes I wish software development didn’t pay so exceptionally well. I’m interested in so many other things, but it’s hard to justify switching to another full-time field, knowing it would mean a significant pay cut.
mcflubbins 2025-06-27 19:20 UTC link
Nomadlist had (has?) radiation exposure for all of your trips too, I was shocked when I saw the stats!
jamesharding 2025-06-27 19:43 UTC link
You did the math! Thank you :)

It is one of the pecularities of the job, in that I will be "at work" for 4 days, but only actually strapped into an airplane for 8-14 hours at the beginning and end of that - the rest is mandated (and much needed) resting.

jamesharding 2025-06-27 20:13 UTC link
Glad you like it! I have a screen on there which shows my flights live while airborne - maybe worth a post of its own :)
jampekka 2025-06-27 21:21 UTC link
The repo reads a bit LLM written.

Quaternions have some nice properties for some operations with 3D rotations, but they are not a panacea.

jamesharding 2025-06-27 23:27 UTC link
Thank you! I have text comments/remarks for all particularly memorable flights (for all of the above reasons you mentioned, plus famous passengers, family on board, etc), but some of those are quite private and also difficult to show in a visualisation like this.

I would love to track more data over time, but balancing that with it being easy to collect is the challenge!

leeoniya 2025-06-28 00:05 UTC link
wow, that's some serious data crunching.

can you share some tech details?

sillyfluke 2025-06-28 14:40 UTC link
There's an oft-repeated line that goes something like, "I was lucky enough to be terrible at my first job." ie, optionality is a curse.
jamesharding 2025-06-28 15:49 UTC link
It truly has been the career highlight for me! He will be retiring in a few months, so we have the last flight together planned aleady.

Hopefully you will be able to have the same experience with your kids! What fleet are you on currently?

_dark_matter_ 2025-06-28 16:51 UTC link
Okay but I commute to work so give me a picosecond back please.
jamesharding 2025-06-28 19:28 UTC link
Flying Eastbound across the international date line also kind of counts as going back in time, right?
jamesharding 2025-06-28 19:35 UTC link
Thanks! My father being a pilot certainly played a large part, not in the sense that he forced me into it, but rather that I had the opportunity to sit on the jump seat as a kid (pre-9/11) and it planted the seed quite early.

After finishing my degree, British Airways had opened their cadet pilot scheme - windows of opportunity like that are usually short and infrequent, so I went for it! The nice this is that I can still code and keep up on the software engineering trends (what I tell myself while checking HN for the n-th time in a day) on the side, and I think it is also a safe set of skills to have in case I can no longer fly (pandemics, losing my medical, etc)

Editorial Channel
What the content says
+0.30
Article 13 Freedom of Movement
Low Practice Framing
Editorial
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Content describes international flight operations and career mobility across multiple countries, implicitly demonstrating freedom of movement.

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Article 19 Freedom of Expression
Medium Practice Framing
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Author freely publishes personal career narrative, technical methodology, and invites reader engagement, demonstrating freedom of expression.

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Article 27 Cultural Participation
Medium Practice Framing Advocacy
Editorial
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SETL
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Author creates and shares original technical visualizations, explicitly positioning this work as communal and inviting others to participate.

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Article 23 Work & Equal Pay
Low Practice Framing
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Career narrative describes progression in chosen profession with no indication of exploitation or unfair labor practices.

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Article 26 Education
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Educational pathway is described with multiple programs accessed across countries, demonstrating opportunity for education.

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Preamble Preamble

Content does not substantively engage with Preamble themes of dignity, equality, justice, or freedom.

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Content does not address equality, dignity, reason, or conscience as concepts.

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No engagement with discrimination or equal rights.

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Right to life is not addressed.

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Article 4 No Slavery

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Article 5 No Torture

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Equal protection of the law is not addressed.

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Right to effective remedy is not addressed.

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Article 9 No Arbitrary Detention

Freedom from arbitrary arrest is not addressed.

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Article 10 Fair Hearing

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Article 11 Presumption of Innocence

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Article 12 Privacy

Privacy rights are not substantively addressed, though the author voluntarily shares personal data.

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Article 14 Asylum

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Article 15 Nationality

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Article 16 Marriage & Family

Right to marry and found family is not addressed.

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Article 18 Freedom of Thought

Freedom of thought, conscience, and religion are not addressed.

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Article 20 Assembly & Association

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Article 21 Political Participation

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Article 25 Standard of Living

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Article 28 Social & International Order

Right to social and international order is not addressed.

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Article 29 Duties to Community

Duties and limitations of rights are not addressed.

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Article 30 No Destruction of Rights

Prevention of destruction of rights is not addressed.

Structural Channel
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Article 19 Freedom of Expression
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Website is publicly accessible without authentication or paywall; includes RSS subscription and social media sharing mechanisms.

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Article 27 Cultural Participation
Medium Practice Framing Advocacy
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Website platform enables public sharing of technical work and invites collaborative feedback from readers.

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Preamble Preamble

Website structure is open and accessible but does not explicitly address foundational human rights concepts.

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Content does not address this provision.

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Content does not address this provision.

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Content does not address this provision.

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Content does not address this provision.

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Article 12 Privacy

Website enables author control over personal data; no tracking observed.

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Low Practice Framing

No structural engagement with movement rights.

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Low Practice Framing

No structural engagement with work rights or labor practices.

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No structural engagement with education rights.

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Article 30 No Destruction of Rights

Content does not address this provision.

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0.77 low claims
Sources
0.8
Evidence
0.7
Uncertainty
0.6
Purpose
0.9
Propaganda Flags
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0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
hopeful
Valence
+0.6
Arousal
0.4
Dominance
0.7
Transparency
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1.00
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More signals: context, framing & audience
Solution Orientation
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Reader Agency
0.3
Stakeholder Voice
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About: corporationindividuals
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global
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Longitudinal · 5 evals
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Audit Trail 25 entries
2026-02-28 10:32 eval Evaluated by claude-haiku-4-5-20251001: +0.24 (Mild positive)
2026-02-28 01:41 dlq Dead-lettered after 1 attempts: Show HN: I'm an airline pilot – I built interactive graphs/globes of my flights - -
2026-02-28 01:39 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-28 01:38 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-28 01:36 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-28 01:36 dlq_replay DLQ message 97639 replayed to LLAMA_QUEUE: Show HN: I'm an airline pilot – I built interactive graphs/globes of my flights - -
2026-02-28 00:16 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 00:16 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
2026-02-28 00:16 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 7R - -
2026-02-27 20:07 dlq Dead-lettered after 1 attempts: Show HN: I'm an airline pilot – I built interactive graphs/globes of my flights - -
2026-02-27 20:04 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-27 20:03 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-27 20:02 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-27 20:02 dlq_auto_replay DLQ auto-replay: message 97592 re-enqueued - -
2026-02-27 16:18 eval_success Light evaluated: Neutral (0.00) - -
2026-02-27 16:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
2026-02-27 14:37 eval_success Evaluated: Mild positive (0.23) - -
2026-02-27 14:37 eval Evaluated by deepseek-v3.2: +0.23 (Mild positive) 11,026 tokens
2026-02-27 13:02 dlq Dead-lettered after 1 attempts: Show HN: I'm an airline pilot – I built interactive graphs/globes of my flights - -
2026-02-27 13:00 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-27 12:59 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-27 12:58 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-27 12:55 eval Evaluated by claude-haiku-4-5: 0.00 (Neutral)
2026-02-26 18:42 dlq Dead-lettered after 1 attempts: Show HN: I'm an airline pilot – I built interactive graphs/globes of my flights - -
2026-02-26 18:41 dlq Dead-lettered after 1 attempts: Show HN: I'm an airline pilot – I built interactive graphs/globes of my flights - -