home / codingchallenges.fyi / item 47101034
Model Comparison
100% sign agreement
Model Editorial Structural Class Conf SETL Theme @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 No human rights @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.50 0.00 Programming Education deepseek/deepseek-v3.2-20251201 +0.02 -0.00 Neutral 0.03 0.23 Education Access claude-haiku-4-5-20251001 +0.23 +0.18 Mild positive 0.26 0.08 Education Access & Digital Inclusion meta-llama/llama-3.3-70b-instruct:free ND ND — — — —
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite deepseek/deepseek-v3.2-20251201 claude-haiku-4-5-20251001 meta-llama/llama-3.3-70b-instruct:free Preamble ND ND 0.00 0.21 ND Article 1 ND ND 0.00 0.18 ND Article 2 ND ND 0.00 0.13 ND Article 3 ND ND 0.00 ND ND Article 4 ND ND 0.00 ND ND Article 5 ND ND 0.00 ND ND Article 6 ND ND 0.00 ND ND Article 7 ND ND 0.00 ND ND Article 8 ND ND 0.00 ND ND Article 9 ND ND 0.00 ND ND Article 10 ND ND 0.00 ND ND Article 11 ND ND 0.00 ND ND Article 12 ND ND -0.12 -0.11 ND Article 13 ND ND 0.00 0.28 ND Article 14 ND ND 0.00 0.20 ND Article 15 ND ND 0.00 0.13 ND Article 16 ND ND 0.00 ND ND Article 17 ND ND 0.00 ND ND Article 18 ND ND 0.00 0.18 ND Article 19 ND ND 0.00 0.28 ND Article 20 ND ND 0.00 ND ND Article 21 ND ND 0.00 ND ND Article 22 ND ND 0.00 0.23 ND Article 23 ND ND 0.00 0.23 ND Article 24 ND ND 0.00 ND ND Article 25 ND ND 0.12 0.44 ND Article 26 ND ND 0.51 0.69 ND Article 27 ND ND 0.27 0.48 ND Article 28 ND ND 0.00 0.23 ND Article 29 ND ND 0.00 0.13 ND Article 30 ND ND 0.00 0.13 ND
Summary Education Access & Digital Inclusion Advocates
This URL presents a free, publicly accessible coding challenge focused on building a Forth interpreter, part of a broader educational platform. The content and structure consistently advocate for universal access to technical education through elimination of financial and other barriers. The strongest engagement is with Articles 26 (education), 27 (cultural participation), 25 (social protection via economic opportunity), and 13 (freedom of information), with minimal negative signals.
Article Heatmap
Preamble: +0.21 — Preamble P Article 1: +0.18 — Freedom, Equality, Brotherhood 1 Article 2: +0.13 — 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: -0.11 — Privacy 12 Article 13: +0.28 — Freedom of Movement 13 Article 14: +0.20 — Asylum 14 Article 15: +0.13 — 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: +0.18 — Freedom of Thought 18 Article 19: +0.28 — 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: +0.23 — Social Security 22 Article 23: +0.23 — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: +0.44 — Standard of Living 25 Article 26: +0.69 — Education 26 Article 27: +0.48 — Cultural Participation 27 Article 28: +0.23 — Social & International Order 28 Article 29: +0.13 — Duties to Community 29 Article 30: +0.13 — No Destruction of Rights 30
Aggregates
Editorial Mean +0.23 Structural Mean +0.18 Weighted Mean +0.27 Unweighted Mean +0.24 Max +0.69 Article 26 Min -0.11 Article 12 Signal 17 No Data 14 Volatility 0.17 (Medium) Negative 1 Channels E: 0.6 S: 0.4 SETL ℹ +0.08 Editorial-dominant FW Ratio ℹ 51% 30 facts · 29 inferences
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.17 (3 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.13 (4 articles) Personal: 0.18 (1 articles) Expression: 0.28 (1 articles) Economic & Social: 0.30 (3 articles) Cultural: 0.58 (2 articles) Order & Duties: 0.16 (3 articles)
HN Discussion
11 top-level · 9 replies
"if you know one forth, you know one forth"
This is a strange article imo.
I was expecting to see FORTH in bare metal C or ASM.
There is a common myth about newbie programmers that FORTH is write-only and that you need to type everything in one line, without comments or function calls etc.
Writing forth is super easy especially if you have a stack machine at your disposal. For example when you are building your own virtual cpu/architecture with assembler and compiler.
It's more trivial than to understand any JavaScript framework lol
Research FORTH more guys - it doesn't need to be strange and hard :)
ps. Lisp SUCKS
/rant
I've been on/off working on a homebrew NES game. Pretty much the go-to environment for that is assembly, which I'm sure I could write if I were motivated, but I find assembly considerably un-fun so I wanted to use a higher-level language.
I had been looking for an excuse to learn Forth, and its use in classic computing meant that it had a shot of being workable on the NES.
I was initially using IceForth but I had trouble getting that working, and so I got Codex to generate something that works, but then I also that building your own Forth is sort of a rite of passage for a software engineer, so I have been building my own Forth from scratch.
My custom hack-job isn't ready yet, but I was extremely impressed at the performance I was able to get on the NES with compiled Forth from the Codex thing on the NES. I'm getting roughly 80% of the speed for equivalent programs written in assembly, with much less code and this is without advanced optimizations. I do plan on finishing my custom one because I think I can build what I want a bit better than Codex, and I'm optimistic I can get the performance reasonable.
Forth is such a fascinating language, because it sort of enables you to work at any level of the program. You can write it super high level, almost like Lisp, but you can also poke around and create mappings to assembly, and you can do all this with decent performance no less! It has quickly become one of my more favorite scripting languages, though that might be because I have always had a soft spot for RPN.
I like building little throwaway FORTH interpreters as an exercise when learning a new language. They tend to touch just enough common programming needs to be interesting: read user input and/or a file, parse the input, run a state machine with two stacks, write output.
For some reason this site feels AI generated to me.
You might also enjoy this tutorial, which started out being based upon a hacker news thread:
https://github.com/skx/foth
I go through stages to implement minimal language.
In the past years, I developed a forth like language as an intermediate language for a C compiler. For debuging purposes, I also implemented a memory safe interpreter, besides a compiler that generates assembly output.
See my profile for link to my github repositories and look under MES-replacement for stack_c
I’ve been working on a homemade CPU (in simulator) and I’m in the middle of implementing an ISA and assembler as a bug step up from working in machine code to working in assembly. I’ve been looking at Forth as a good option for a next-level-up language which is relatively easy to implement and easy to script with.
So implement four of them, and you will know them all! First Forth with indirect threaded code, second Forth with direct threaded code, third Forth with subroutine threaded code, and the final fourth with token threaded code.
I doubt you will want to code professionally in Forth unless you work on embedded, so the dialect you learn doesn't matter too much. But it is interesting to implement a small interpreter and play with it.
I was with you 'till the last line. :P
Advanced challenge: make it self-hosting.
I enjoyed that! Nice intro to JonesForth and how it maps to assembly instructions.
> There is a common myth about newbie programmers that FORTH is write-only and that you need to type everything in one line, without comments or function calls etc.
By contrast, in APL it's not a myth at all.
(I'm saying this with love)
thats so awesome. i wonder what a live forth interpreter would look like on NES.
Editorial Channel
What the content says
+0.40
High Advocacy
Content explicitly supports right to education through free, accessible coding challenges and technical instruction.
FW Ratio: 57%
Observable Facts
Website explicitly presents itself as providing coding challenges for learning. Content includes theme toggle (dark/light) and skip navigation accessibility features. Educational material is freely accessible without apparent paywalls or enrollment requirements. Historical context and explanatory content are provided to support learning. Inferences
Free educational platform directly implements right to education without economic discrimination. Accessibility features (theme toggle, skip nav) demonstrate commitment to inclusive education design. Comprehensive educational content supports informed development of technical competencies. +0.35
Medium Advocacy
Content supports participation in cultural and scientific life through freely accessible technical education.
FW Ratio: 50%
Observable Facts
Programming education enables participation in digital culture and technological community. Historical context about Forth language connects learners to computing culture and heritage. Inferences
Free coding education supports participation in technological and scientific culture. Universal access to programming knowledge enables cultural engagement across economic boundaries. +0.30
Medium Advocacy
Content provides freely accessible information and learning resources without apparent geographic restriction.
FW Ratio: 50%
Observable Facts
Page content is presented on a public website without apparent geographic access restrictions. Educational material is made available freely to all visitors. Inferences
Open access structure supports freedom of information and movement across borders via digital means. Free distribution of educational content enables uninhibited information exchange. +0.30
Medium Advocacy
Content is presented as publicly available information and educational material without apparent censorship or editorial constraint.
FW Ratio: 50%
Observable Facts
Educational content is freely published on a public website. Information about Forth programming language history and concepts is transparently presented. Inferences
Public availability of educational content supports freedom to seek and receive information. Transparent presentation of technical information without redaction supports freedom of expression. +0.30
Medium Advocacy
Platform provides free educational resources supporting economic literacy and skill development.
FW Ratio: 50%
Observable Facts
Educational content is offered without financial barriers to access. Programming skills training supports economic participation and standard of living. Inferences
Free technical education enables economic advancement and improved standard of living. Removal of cost barriers to learning supports social protection and economic security. +0.25
Medium Advocacy
Content emphasizes universal learning opportunity through free coding education, aligning with preamble's vision of equal dignity and social progress.
FW Ratio: 50%
Observable Facts
Page presents a coding challenge as educational content available on a public-facing website. Site includes historical context and educational framing of programming concepts. Inferences
The provision of free educational content without apparent paywalls suggests commitment to equal access to learning opportunities. Educational framing of technical content aligns with UDHR preamble's emphasis on social progress and human dignity. +0.25
Medium Advocacy
Educational access supports social and cultural rights through free learning opportunity.
FW Ratio: 50%
Observable Facts
Programming education is offered as freely accessible content. Content supports skill development and technical knowledge acquisition. Inferences
Free educational access supports right to participate in cultural and technical advancement. Coding education enables economic and social participation. +0.25
Medium Advocacy
Content supports right to work by providing free skills training and career development opportunity.
FW Ratio: 50%
Observable Facts
Programming challenge teaches practical technical skills applicable to employment. Free access removes economic barriers to skills acquisition. Inferences
Coding education directly supports employability and right to work. Free platform removes economic barriers to vocational skill development. +0.25
Medium Advocacy
Content supports social and international order enabling human rights through educational opportunity.
FW Ratio: 50%
Observable Facts
Free educational platform is available globally without national restrictions. Content promotes technical knowledge sharing and skill distribution. Inferences
Universal educational access supports development of social order where rights are realized. Removal of barriers to learning supports international cooperation and mutual development. +0.20
Medium Advocacy
Content treats all learners as equal participants in educational opportunity without discrimination based on background.
FW Ratio: 50%
Observable Facts
Challenge is presented as universally available without stated prerequisites or user restrictions. Content does not reference or differentiate based on protected characteristics. Inferences
Open educational design suggests principle of equal dignity in learning opportunity. Absence of demographic gating suggests non-discriminatory access model. +0.20
Low Advocacy
Content does not explicitly address asylum or protection but offers equal access opportunity to all.
FW Ratio: 50%
Observable Facts
Website does not display nationality or residency restrictions for access. Inferences
Universal access design is consistent with principles of equal protection regardless of origin. +0.20
Low Advocacy
Educational content is presented without ideological pressure or religious/philosophical imposition.
FW Ratio: 50%
Observable Facts
Programming challenge is presented as technical content without ideological framing. Inferences
Neutral educational presentation respects freedom of thought and conscience. +0.15
Low Advocacy
Content does not explicitly address discrimination but design appears non-discriminatory.
FW Ratio: 50%
Observable Facts
Page does not contain discriminatory language or exclusionary statements. Inferences
Neutral framing and open access structure imply non-discriminatory intent. +0.15
Low Advocacy
No explicit nationality claims; equal treatment implied in universal access.
FW Ratio: 50%
Observable Facts
Content does not reference nationality or citizenship requirements. Inferences
Absence of nationality-based restrictions implies non-discriminatory approach. +0.15
Low Advocacy
Educational content is presented without apparent suppression of human rights or freedoms.
FW Ratio: 50%
Observable Facts
Content does not restrict freedom or promote harm. Inferences
Educational framing respects human dignity and fundamental freedoms. +0.15
Low Advocacy
Content does not promote destruction of rights; supports their advancement.
FW Ratio: 50%
Observable Facts
Educational content supports skill development and human capability. Inferences
Educational mission is aligned with human rights advancement rather than diminishment. +0.05
Medium Practice
Content does not address privacy considerations; editorial stance is neutral.
FW Ratio: 50%
Observable Facts
Page includes Google Analytics tracking code with anonymize_ip parameter enabled. No privacy policy or privacy notice is directly visible on the provided page content. Inferences
Analytics implementation with IP anonymization suggests effort to minimize privacy intrusion while maintaining usage metrics. Absence of privacy transparency on page suggests limited explicit privacy communication to users. ND
Right to life, liberty, and security of person not directly addressed in technical educational content.
ND
Slavery and servitude not addressed in programming education context.
ND
Torture and cruel treatment not addressed.
ND
Right to recognition as a person not directly addressed.
ND
Equality before law not directly addressed.
ND
Right to effective remedy not addressed.
ND
Arbitrary arrest and detention not addressed.
ND
Fair and public hearing not addressed.
ND
Criminal responsibility and presumption of innocence not addressed.
ND
Marriage and family rights not addressed in programming education context.
ND
Property rights not directly addressed.
ND
Peaceful assembly and association rights not addressed in educational content context.
ND
Participation in government not addressed.
ND
Rest and leisure rights not addressed.
Structural Channel
What the site does
+0.45
High Advocacy
Platform architecture provides universal free access to educational content with accessibility features (theme toggle, navigation).
+0.35
Medium Advocacy
Platform provides free educational resources supporting economic literacy and skill development.
+0.30
Medium Advocacy
Platform enables equitable participation in digital culture and technological advancement.
+0.25
Medium Advocacy
Website structure allows free access to content from any location without apparent blocking or restriction.
+0.25
Medium Advocacy
Website structure allows public dissemination of content; no apparent editorial gatekeeping observed.
+0.20
Low Advocacy
No geographic or nationality-based barriers apparent in access model.
+0.20
Medium Advocacy
Platform structure enables equal access to social and cultural knowledge (programming education).
+0.20
Medium Advocacy
Educational content structure enables access to technical skills valuable for employment.
+0.20
Medium Advocacy
Platform structure enables universal participation in skill development supporting broader social cooperation.
+0.15
Medium Advocacy
Site structure allows unrestricted access to educational content without apparent barriers, supporting equitable access principles.
+0.15
Medium Advocacy
Public access structure does not appear to differentiate users by protected characteristics.
+0.15
Low Advocacy
No barriers to access based on thought, conscience, or religion apparent.
+0.10
Low Advocacy
No observable barriers based on protected characteristics in access model.
+0.10
Low Advocacy
No nationality-based barriers in structural design.
+0.10
Low Advocacy
No structural elements restricting rights or freedoms apparent.
+0.10
Low Advocacy
Platform structure does not enable or encourage abuse of rights.
-0.15
Medium Practice
Google Analytics tracking with IP anonymization present; minimal but observable privacy impact on user data collection.
ND
No structural elements directly bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
ND
No structural elements bearing on this provision.
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.72 medium claims
Sources 0.8 Evidence 0.7 Uncertainty 0.6 Purpose 0.8
No manipulative rhetoric detected
0 techniques detected
Emotional character: positive/negative, intensity, authority
measured
Valence +0.4 Arousal 0.3 Dominance 0.3
Does the content identify its author and disclose interests?
0.33
✗ Author
More signals: context, framing & audience Does this content offer solutions or only describe problems?
0.75 solution oriented
Whose perspectives are represented in this content?
0.65 3 perspectives
Speaks: individuals institution
About: Charles H. Moore (creator)
Is this content looking backward, at the present, or forward?
mixed medium term
What geographic area does this content cover?
global United States
How accessible is this content to a general audience?
moderate medium jargon domain specific
Longitudinal
· 8 evals
+1 0 −1 HN
Audit Trail
28 entries all eval pipeline all models llama-3.3-70b-wai llama-4-scout-wai deepseek-v3.2 claude-haiku-4-5-20251001
newest first
2026-02-28 14:39 eval_success Lite evaluated: Neutral (0.00) - - 2026-02-28 14:39
eval
Evaluated by llama-3.3-70b-wai : 0.00 (Neutral) 0.00 reasoning Tech tutorial no rights stance
2026-02-28 14:39 model_divergence Cross-model spread 0.27 exceeds threshold (4 models) - - 2026-02-28 14:34 eval_success Lite evaluated: Neutral (0.00) - - 2026-02-28 14:34
eval
Evaluated by llama-3.3-70b-wai : 0.00 (Neutral) reasoning Tech tutorial no rights stance
2026-02-28 14:34 model_divergence Cross-model spread 0.27 exceeds threshold (4 models) - - 2026-02-26 22:41 eval_success Light evaluated: Neutral (0.00) - - 2026-02-26 22:41
eval
Evaluated by llama-4-scout-wai : 0.00 (Neutral) 2026-02-26 20:07 dlq Dead-lettered after 1 attempts: Build Your Own Forth Interpreter - - 2026-02-26 20:05 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 20:04 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 20:03 dlq Dead-lettered after 1 attempts: Build Your Own Forth Interpreter - - 2026-02-26 20:03 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - - 2026-02-26 20:03 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - - 2026-02-26 20:02 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 17:31 dlq Dead-lettered after 1 attempts: Build Your Own Forth Interpreter - - 2026-02-26 17:29 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 17:28 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 17:27 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 09:29 eval_success Evaluated: Neutral (0.04) - - 2026-02-26 09:29
eval
Evaluated by deepseek-v3.2 : +0.04 (Neutral) 9,658 tokens 2026-02-26 08:56 dlq Dead-lettered after 1 attempts: Build Your Own Forth Interpreter - - 2026-02-26 08:55 dlq Dead-lettered after 1 attempts: Build Your Own Forth Interpreter - - 2026-02-26 08:55 dlq Dead-lettered after 1 attempts: Build Your Own Forth Interpreter - - 2026-02-26 04:40
eval
Evaluated by claude-haiku-4-5-20251001 : +0.27 (Mild positive) 10,772 tokens -0.08 2026-02-26 04:18
eval
Evaluated by claude-haiku-4-5-20251001 : +0.35 (Neutral) 10,445 tokens +0.09 2026-02-26 02:53
eval
Evaluated by claude-haiku-4-5-20251001 : +0.26 (Mild positive) 10,825 tokens -0.12 2026-02-26 02:52
eval
Evaluated by claude-haiku-4-5-20251001 : +0.38 (Neutral) 10,285 tokens