Model Comparison
Model Editorial Structural Class Conf SETL Theme
deepseek/deepseek-v3.2-20251201 +0.46 ND Moderate positive 0.12 Security & Privacy
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Digital Security
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Tech Security
claude-haiku-4-5-20251001 0.00 ND Neutral 0.00 Infrastructure Security
Section deepseek/deepseek-v3.2-20251201 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite claude-haiku-4-5-20251001
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 0.40 ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 0.50 ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 0.60 ND ND ND
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 ND ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 0.30 ND ND ND
Article 27 0.50 ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
+0.25 Let's Discuss Sandbox Isolation (www.shayon.dev S:+0.22 )
167 points by shayonj 2 days ago | 67 comments on HN | Moderate positive Editorial · v3.7 · 2026-03-01 08:53:18 0
Summary Digital Security Acknowledges
This technical blog post provides detailed analysis of sandbox isolation techniques for running untrusted code, covering namespaces, seccomp-BPF, gVisor, microVMs, and WebAssembly. The content acknowledges human rights implications through security practices that protect digital autonomy and prevent exploitation. The evaluation shows mild positive engagement with rights related to security, technical knowledge sharing, and digital participation.
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: +0.40 — 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: +0.50 — Privacy 12 Article 13: ND — Freedom of Movement Article 13: No Data — 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: +0.60 — 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: ND — Work & Equal Pay Article 23: No Data — 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: +0.30 — Education 26 Article 27: +0.50 — 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
Negative Neutral Positive No Data
Aggregates
Editorial Mean +0.25 Structural Mean +0.22
Weighted Mean +0.47 Unweighted Mean +0.46
Max +0.60 Article 19 Min +0.30 Article 26
Signal 5 No Data 26
Volatility 0.10 (Medium)
Negative 0 Channels E: 0.6 S: 0.4
SETL +0.05 Editorial-dominant
FW Ratio 50% 6 facts · 6 inferences
Evidence 9% coverage
4M 2L 25 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.00 (0 articles) Security: 0.40 (1 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.50 (1 articles) Personal: 0.00 (0 articles) Expression: 0.60 (1 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.40 (2 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 14 top-level · 11 replies
simonw 2026-02-27 20:26 UTC link
I disagree with this section about WebAssembly:

> But the practical limitation is language support. You cannot run arbitrary Python scripts in WASM today without compiling the Python interpreter itself to WASM along with all its C extensions. For sandboxing arbitrary code in arbitrary languages, WASM is not yet viable.

There are several versions of the Python interpreter that are compiled to WASM already - Pyodide has one, and WASM is a "Tier 2" supported target for CPython: https://peps.python.org/pep-0011/#tier-2 - unofficial builds here: https://github.com/brettcannon/cpython-wasi-build/releases

Likewise I've experimented with running various JavaScript interpreters compiled to WASM, the most popular of those is probably QuickJS. Here's one of my many demos: https://tools.simonwillison.net/quickjs (I have one for MicroQuickJS too https://tools.simonwillison.net/microquickjs )

So don't rule out WASM as a target for running non-compiled languages, it can work pretty well!

pash 2026-02-27 20:37 UTC link
OK, let’s survey how everybody is sandboxing their AI coding agents in early 2026.

What I’ve seen suggests the most common answers are (a) “containers” and (b) “YOLO!” (maybe adding, “Please play nice, agent.”).

One approach that I’m about to try is Sandvault [0] (macOS only), which uses the good old Unix user system together with some added precautions. Basically, give an agent its own unprivileged user account and interact with it via sudo, SSH, and shared directories.

0. https://github.com/webcoyote/sandvault

mcfig 2026-02-27 20:40 UTC link
I appreciate the details in this, but I also notice it is very machine-focused. When a user wants to sandbox an AI agent, they don’t just want their local .ssh keys protected. They also want to be able to control access to a lot of off-machine resources - e.g. allowing the agent to read github issues and sometimes also make some kinds of changes.
int0x29 2026-02-27 21:02 UTC link
Its worth pointing out another boundary: speculative execution. If sensitive data is in process memory with a WASM VM it can be read even if the VM doesn't expose it. This is also true of multiple WASM VMs running for different parties. For WASM isolation to work the VM needs to be in a seperate process
grouchypumpkin 2026-02-27 21:07 UTC link
QubesOS was built to give sandboxes kernel isolation via a hypervisor.

It’s not surprising that most people don’t know about it, because QubesOS as a daily driver can be painful. But with some improvements, I think it’s the right way to do it.

CuriouslyC 2026-02-27 21:28 UTC link
Sandbox isolation is only slightly important, you don't need to make it fancy, just a plain old VM. The really important thing is how you control capabilities you give for the agent to act on your behalf.
noperator 2026-02-27 21:54 UTC link
> compute isolation means nothing if the sandbox can freely phone home.

Here's a project I've been working on to address the network risk. Uses nftables firewall allowing outbound traffic only to an explicit pinned domain allowlist (continuously refreshes DNS resolutions in the background).

https://github.com/noperator/cagent

andrewmcwatters 2026-02-27 22:47 UTC link
Sharing my 5 cents on the matter: in another world, gaming, where embedding scripting languages is done for modding, I hope to see WASM take off as a way for modern modders to get into game development.

I've seen smaller developers experimenting with this, but haven't heard of larger orgs doing it, possibly because UGC took the place of modders as well, and I come from an older world where what developers of my time 20 years ago would have had their hands on was an actual SDK that wasn't a part of a long microtransaction pipeline.

In my org's case, where we built an entire game engine off Lua, and previously had done Lua integration in the Source Engine, I would have loved to have had sandboxing from the start rather than trying to think about security after the fact.

To the article's point: even if you were to sandboxing today in those environments, I suspect you'd be faster than some of the fastest embedded scripting languages because they're just that slow.

bluelightning2k 2026-02-27 22:53 UTC link
Good write up. I was hoping to see V8 isolates (Cloudflare workers) as part of the comparison at I've always found that interesting.
niobe 2026-02-27 23:08 UTC link
The entire kernel on every arch is 40 million lines, but the kernel running on your desktop is probably less than 2 million of those lines.
burntcaramel 2026-02-28 00:34 UTC link
WebAssembly is particularly attractive for agentic coding because prompting it to write Zig or C is no harder than prompting it to write JavaScript. So you can get the authoring speed of a scripting language via LLMs but the performance close to native via wasm.

This is the approach I’m using for my open source project qip that lets you pipeline wasm modules together to process text, images & data: https://github.com/royalicing/qip

qip modules follow a really simple contract: there’s some input provided to the WebAssembly module, and there’s some output it produces. They can’t access fs/net/time. You can pipe in from your other CLIs though, e.g. from curl.

I have example modules for markdown-to-html, bmp-to-ico (great for favicons), ical events, a basic svg rasterizer, and a static site builder. You compose them together and then can run them on the command line, in the browser, or in the provided dev server. Because the module contract is so simple they’ll work on native too.

m132 2026-02-28 01:31 UTC link
> The trade-off versus gVisor is that microVMs have higher per-instance overhead but stronger, hardware-enforced isolation.

Having worked on kernel and hypervisor code, I really don't see much of a difference in terms of isolation. Could you elaborate on this?

orangea 2026-02-28 01:39 UTC link
The first half of the article says "namespaces, cgroups, and seccomp aren't 'security boundaries' because if the kernel had a bug it could be used to escape from a sandbox". Then in the second half it says "use gvisor and do all this other stuff to avoid these problems." This presentation feels kind of dishonest to me because the article avoids acknowledging the obvious question: "well what if gvisor has a bug then?" I mean, sure, another layer of sandboxing that is simpler than the other layers probably increases security, but let's not pretend like these are fundamentally different approaches.
bigcat12345678 2026-02-28 02:36 UTC link
Unikernel/libos is relevant
shayonj 2026-02-27 20:42 UTC link
That is a good call out and I missed to consider the options you pointed. When I am back on keyboard I will add an updated note with a link to your comment. Thank you!
syrusakbary 2026-02-27 20:46 UTC link
I also disagree with that.

Wasmer can run now Python server-side without any restrictions (including gevent, SQLAlchemy and native modules!) [1] [2]

Also, cool things are coming on the JS land running on Wasmer :)

[1] https://wasmer.io/posts/greenlet-support-python-wasm

[2] https://wasmer.io/posts/python-on-the-edge-powered-by-webass...

simonw 2026-02-27 20:54 UTC link
I'm mainly addressing sandboxing by running stuff in Claude Code for web, at which point it's Anthropic's problem if they have a sandbox leak, not mine.

It helps that most of my projects are open source so I don't need to worry about prompt injection code stealing vulnerabilities. That way the worst that can happen would be an attack adding a vulnerability to my code that I don't spot when I review the PR.

And turning off outbound networking should protect against code stealing too... but I allow access to everything because I don't need to worry about code stealing and that way Claude can install things and run benchmarks and generally do all sorts of other useful bits and pieces.

stefans 2026-02-27 21:14 UTC link
Looked into Apples container framework first (for proper isolation) but switched to Docker sandboxes since they switched to mircoVMs too: https://docs.docker.com/ai/sandboxes/#why-use-docker-sandbox...
diacritical 2026-02-27 21:15 UTC link
Just posted about Qubes a minute after you did, but I don't find it painful or even time consuming. Initially there was a learning curve, but even if the security of Qubes became the same as the security of a baremetal OS, I would still use it.

When I'm trying to get some software up and running, I've had issues with Debian many times, as well as with Fedora. Rarely with both. With Qubes after a few minutes of trying on Debian and running into some obscure errors, I can just say "fuck it" and try with Fedora, or vice versa. Over the years it has saved me more time than the time I've invested it learning how Qubes works or dealing with Qubes-specific issues.

I also don't have to care about polluting my OS with various software and running into a dependency hell.

If a VM crashes or hangs, it's usually OK, as it's just a VM.

It's much easier to run Whonix or VPNs without worrying for IP leaks.

yoyohello13 2026-02-27 21:36 UTC link
But managing granular permissions is hard. The common denominator with all these discussions is people want to apply the minimal amount of thinking possible.
stephen_cagle 2026-02-27 22:26 UTC link
I use KVM/QEMU on Linux. I have a set of scripts that I use to create a new directory with a VM project and that also installs a debian image for the VM. I have an ./pull_from_vm and ./push_to_vm that I use to pull and push the git code to and from the vm. As well as a ./claude to start claude on the vm and a ./emacs to initialize and start emacs on the vm after syncing my local .spacemacs directory to the vm (I like this because of customized emacs muscle memory and because I worry that emacs can execute arbitrary code if I use it to ssh to the VM client from my host).

I try not to run LLM's directly on my own host. The only exception I have is that I do use https://github.com/karthink/gptel on my own machine, because it is just too damn useful. I hope I don't self own myself with that someday.

shayonj 2026-02-28 01:05 UTC link
That’s a good shout! I have been curious as well and did some experiments. Also left out GPU sandboxing from the post as well. Maybe will reflect in a part II post.
davidcann 2026-02-28 01:14 UTC link
My app is a macOS terminal wrapper with nice GUI for sandbox-exec and network sandbox. I just added a vertical tabs option too. https://multitui.com
shayonj 2026-02-28 01:42 UTC link
It touches in the gvisor section around the trade-off that the surface area for gvisor is smaller. There are trade offs. It’s not dishonest.
Human-Cabbage 2026-02-28 02:01 UTC link
Containers here, though I don't run Claude Code within containers, nor do I pass `--dangerously-skip-permissions`. Instead, I provide a way for agents to run commands within containers.

These containers only have the worker agent's workspace and some caching dirs (e.g. GOMODCACHE) mounted, and by default have `--network none` set. (Some commands, like `go mod download`, can be explicitly exempted to have network access.)

I also use per-skill hooks to enforce more filesystem isolation and check if an agent attempts to run e.g. `go build`, and tell it to run `aww exec go build` instead. (AWW is the name of the agent workflow system I've been developing over the past month—"Agent Workflow Wrangler.")

This feels like a pragmatic setup. I'm sure it's not riskless, but hopefully it does enough to mitigate the worst risks. I may yet go back to running Claude Code in a dedicated VM, along with the containerized commands, to add yet another layer of isolation.

Editorial Channel
What the content says
+0.60
Article 19 Freedom of Expression
High Framing
Editorial
+0.60
SETL
ND

The article is itself an exercise in freedom of opinion and expression, sharing technical knowledge. It discusses running 'untrusted code', which relates to platforms hosting user-generated content and code execution, a form of expression.

+0.50
Article 12 Privacy
Medium Advocacy
Editorial
+0.50
SETL
ND

The article advocates for strong technical isolation and privacy boundaries, directly relevant to protecting against 'arbitrary interference' with privacy, family, home, or correspondence in digital systems.

+0.50
Article 27 Cultural Participation
High Practice
Editorial
+0.50
SETL
ND

The article participates in 'cultural life' and 'scientific advancement' by sharing detailed technical analysis and fostering community understanding of computer science. The author benefits from 'protection of the moral and material interests' as the creator.

+0.40
Article 3 Life, Liberty, Security
Medium Framing
Editorial
+0.40
SETL
ND

The article's central theme of software security and isolation can be framed as protecting the 'life, liberty and security of person' in a digital context, by preventing code execution from compromising a host system.

+0.30
Article 26 Education
Medium Framing
Editorial
+0.30
SETL
ND

The article is an educational technical resource, contributing to the 'full development of the human personality' through knowledge sharing and technical education.

ND
Preamble Preamble

No direct discussion of inherent dignity or human rights framework.

ND
Article 1 Freedom, Equality, Brotherhood

No direct discussion of human equality, dignity, or rights.

ND
Article 2 Non-Discrimination

No discussion of non-discrimination or equal rights.

ND
Article 4 No Slavery

No discussion of slavery or servitude.

ND
Article 5 No Torture

No discussion of torture or cruel treatment.

ND
Article 6 Legal Personhood

No discussion of legal personhood or recognition before the law.

ND
Article 7 Equality Before Law

No discussion of equality before the law or protection against discrimination.

ND
Article 8 Right to Remedy

No discussion of effective remedy for rights violations.

ND
Article 9 No Arbitrary Detention

No discussion of arbitrary detention or exile.

ND
Article 10 Fair Hearing

No discussion of fair public hearing or impartial tribunal.

ND
Article 11 Presumption of Innocence

No discussion of presumption of innocence or criminal defense.

ND
Article 13 Freedom of Movement

No discussion of freedom of movement or residence.

ND
Article 14 Asylum

No discussion of asylum from persecution.

ND
Article 15 Nationality

No discussion of nationality or change of nationality.

ND
Article 16 Marriage & Family

No discussion of marriage, family, or consent.

ND
Article 17 Property

No discussion of property ownership or deprivation.

ND
Article 18 Freedom of Thought

No discussion of freedom of thought, conscience, or religion.

ND
Article 20 Assembly & Association

No discussion of peaceful assembly or association.

ND
Article 21 Political Participation

No discussion of participation in government or elections.

ND
Article 22 Social Security

No discussion of social security or economic rights.

ND
Article 23 Work & Equal Pay

No discussion of work, employment, or unionization.

ND
Article 24 Rest & Leisure

No discussion of rest, leisure, or working hours.

ND
Article 25 Standard of Living

No discussion of standard of living, health, or social services.

ND
Article 28 Social & International Order

No discussion of social and international order.

ND
Article 29 Duties to Community

No discussion of duties to community or limitations on rights.

ND
Article 30 No Destruction of Rights

No discussion of destruction of rights.

Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy
Personal blog domain with minimal tracking observed.
Terms of Service
No terms of service page observed.
Identity & Mission
Mission
Personal technical blog focused on software engineering topics.
Editorial Code
Single author technical content with consistent formatting.
Ownership
Personal domain likely owned by author Shayon Mukherjee.
Access & Distribution
Access Model
Free access with no subscription requirements.
Ad/Tracking
No advertising observed on page.
Accessibility
Standard HTML blog format with code syntax highlighting.
ND
Preamble Preamble

No structural features related to the UDHR preamble.

ND
Article 1 Freedom, Equality, Brotherhood

No structural features promoting equality or dignity.

ND
Article 2 Non-Discrimination

No structural features addressing discrimination.

ND
Article 3 Life, Liberty, Security
Medium Framing

No structural features directly promoting life, liberty, or security.

ND
Article 4 No Slavery

No structural features related to slavery.

ND
Article 5 No Torture

No structural features related to torture.

ND
Article 6 Legal Personhood

No structural features related to legal recognition.

ND
Article 7 Equality Before Law

No structural features promoting equal protection.

ND
Article 8 Right to Remedy

No structural features related to legal remedies.

ND
Article 9 No Arbitrary Detention

No structural features related to detention.

ND
Article 10 Fair Hearing

No structural features related to fair hearings.

ND
Article 11 Presumption of Innocence

No structural features related to criminal justice.

ND
Article 12 Privacy
Medium Advocacy

No structural features protecting user privacy on the blog page.

ND
Article 13 Freedom of Movement

No structural features related to movement.

ND
Article 14 Asylum

No structural features related to asylum.

ND
Article 15 Nationality

No structural features related to nationality.

ND
Article 16 Marriage & Family

No structural features related to family.

ND
Article 17 Property

No structural features related to property.

ND
Article 18 Freedom of Thought

No structural features related to freedom of thought.

ND
Article 19 Freedom of Expression
High Framing

The blog platform structurally enables the author's freedom of expression by hosting and publishing the technical article.

ND
Article 20 Assembly & Association

No structural features facilitating assembly or association.

ND
Article 21 Political Participation

No structural features related to political participation.

ND
Article 22 Social Security

No structural features related to social security.

ND
Article 23 Work & Equal Pay

No structural features related to work rights.

ND
Article 24 Rest & Leisure

No structural features related to rest.

ND
Article 25 Standard of Living

No structural features related to standard of living.

ND
Article 26 Education
Medium Framing

No structural features specifically promoting education.

ND
Article 27 Cultural Participation
High Practice

The blog platform structurally enables the author to share in scientific advancement and protects their authorship.

ND
Article 28 Social & International Order

No structural features related to social order.

ND
Article 29 Duties to Community

No structural features related to community duties.

ND
Article 30 No Destruction of Rights

No structural features related to rights destruction.

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.76 medium claims
Sources
0.8
Evidence
0.7
Uncertainty
0.6
Purpose
0.9
Propaganda Flags
No manipulative rhetoric detected
0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.2
Arousal
0.3
Dominance
0.7
Transparency
Does the content identify its author and disclose interests?
0.50
✓ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.88 solution oriented
Reader Agency
0.8
Stakeholder Voice
Whose perspectives are represented in this content?
0.40 2 perspectives
Speaks: individuals
About: corporationinstitution
Temporal Framing
Is this content looking backward, at the present, or forward?
present medium term
Geographic Scope
What geographic area does this content cover?
global
Complexity
How accessible is this content to a general audience?
technical high jargon domain specific
Longitudinal 556 HN snapshots · 61 evals
+1 0 −1 HN
Audit Trail 81 entries
2026-03-02 13:02 eval_success Evaluated: Moderate positive (0.47) - -
2026-03-02 13:02 eval Evaluated by deepseek-v3.2: +0.47 (Moderate positive) 12,934 tokens +0.29
2026-03-02 02:02 dlq_auto_replay DLQ auto-replay: message 97897 re-enqueued - -
2026-03-02 01:49 rater_validation_fail Parse failure for model deepseek-v3.2: Error: Failed to parse OpenRouter JSON: SyntaxError: Expected ',' or ']' after array element in JSON at position 6653 (line 154 column 6). Extracted text starts with: { "schema_version": "3.7", "e - -
2026-03-01 19:38 eval_success Evaluated: Mild positive (0.18) - -
2026-03-01 19:38 eval Evaluated by deepseek-v3.2: +0.18 (Mild positive) 12,368 tokens -0.07
2026-03-01 09:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 09:15 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 09:11 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 09:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 09:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 09:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 09:06 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 09:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 08:53 eval_success Evaluated: Mild positive (0.25) - -
2026-03-01 08:53 rater_validation_warn Validation warnings for model deepseek-v3.2: 25W 25R - -
2026-03-01 08:53 eval Evaluated by deepseek-v3.2: +0.25 (Mild positive) 11,312 tokens +0.11
2026-03-01 08:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 08:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 08:12 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 08:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 07:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 07:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 07:22 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 07:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 07:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 07:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 06:35 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 06:35 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 06:32 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 06:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 05:51 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 05:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 05:48 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 05:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 05:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 05:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 05:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 04:23 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 04:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 04:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 03:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 03:29 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 03:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 03:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 02:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 02:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 02:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 02:49 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 02:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 02:06 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 01:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 01:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 00:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-03-01 00:30 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-03-01 00:25 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 23:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-02-28 23:40 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 22:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-02-28 22:45 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 15:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-02-28 15:28 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 15:23 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 11:22 eval Evaluated by claude-haiku-4-5-20251001: 0.00 (Neutral)
2026-02-28 10:40 eval Evaluated by deepseek-v3.2: +0.13 (Mild positive) 12,020 tokens
2026-02-28 10:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-02-28 08:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-02-28 08:47 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 08:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-02-28 07:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 05:07 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 04:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 02:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-02-28 02:10 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 02:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-02-28 01:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-02-28 01:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 01:13 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical discussion on sandbox isolation
2026-02-28 01:05 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical discussion on sandbox isolation
2026-02-28 00:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical discussion on sandbox isolation
2026-02-28 00:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED technical discussion on sandbox isolation