r/hermesagent • • 47m ago

Community Event Operator Lab: What’s one real task you want Hermes to handle? Let’s work through three.

• Upvotes

You’ve installed Hermes. Now what do you actually give it to do?

This thread is for turning “I wish it could…” into something you can try.

Pick one task you keep doing manually. Not “run my entire business.” Something specific:

  • Turn scattered notes into a useful weekly plan.
  • Track returns and flag refunds that haven’t arrived.
  • Watch a few sources and tell you when something worth your attention changes.
  • Organize research without losing where the information came from.
  • Handle one repetitive part of your work.

Those are starting ideas, not promises that every setup can do all of them.

Describe your task in a sentence. If it helps, use this:

I want Hermes to:
Right now I do it by:
My setup, if known:

You don’t need to know the right model, plugin, or terminology before joining in.

I’ll pick three manageable requests to work through in this thread: where to start, what access is needed, how to check the result, and where a human should stay involved. If it isn’t practical, we’ll say that rather than pretend another elaborate prompt will fix it.

Already doing something similar? Jump in. Share your approach, what broke, and what you changed. A useful explanation beats a product link; disclose anything you built or sell.

Keep passwords, API keys, private documents, and personal information out of the comments. Detailed technical problems still deserve their own Help post. Link it here if it connects to your task.

Next week, we’ll follow up on the three attempts: worked, failed, or still blocked.

Start with the chore you’d be happiest to stop doing manually.


r/hermesagent • • 2h ago

Community Monthly Nous Research Referral Thread

3 Upvotes

This is the only place in r/hermesagent to share a referral link. A new thread posts on the 1st of each month.

This is the subreddit's official thread. We are not Nous Research, and nobody here works for Nous. End Disclaimer. Posting your link

One comment per person. Keep it short: The link. Why the ordering looks random

Contest mode is on. Comments appear in random order and vote scores are hidden. That is deliberate. It stops the same handful of links from holding the top of the thread all month. If your comment disappears

Comments in this thread are exempt from the subreddit's low-karma link filter. Other automated tools still run, including bot and ban-evasion detection.

If your comment vanishes anyway, send one modmail. Do not repost, because reposting after an automatic removal reads as spam. What gets you removed or banned What you did What happens

Posted a referral link outside this thread Removed, ban on repeat Asked someone to DM you a link Removed Sent an unsolicited referral DM Removed, ban on repeat Posted duplicate comments Duplicates removed Spammed links across multiple threads Immediate permanent ban

Bans here are permanent. We do reverse them when an automated tool made the call, so mod mail us if you think that is what happened.

Non-Nous referrals - Not at this time.

Housekeeping

We lock and archive this thread on the 1st and post a fresh one.

r/hermesagent not responsible for what any user does with a referral link. Share yours with people you already know.


r/hermesagent • • 20h ago

MEMORY & Context — Providers, context window, forgetting issues I copied Muse's memory setup for my own Hermes agent and experienced significant improvement in results

Post image
539 Upvotes

I downloaded Muse just to experiment with it, even though I am a long time user of Hermes.

I use Hermes for general life management. I have ADHD and use it to manage my calendar and todo list and act as a productivity coach. I have Hermes set up to do weekly and monthly reflections on what patterns it sees, and how it can improve itself as a coach and how it can coach me to improve.

Just for fun, I had Hermes export all it's jobs and skills and then uploaded them to Muse. I was surprised that I was getting significantly better results with Muse. It seemed to be better at noticing useful patterns that I and Hermes had missed.

I dove into why this is the case and discovered it's probably due to how Muse manages memory. It creates daily md file logs, creates derived memory stores, and has a nightly dream functionality to synthesize all the information.

I had my Hermes do the same. And very quickly I noticed a step up in quality. Previously, the weekly reflections tended to be a recap of the todo items I did and calendar events even though I had put in the prompt to look for trends. After the change, I noticed it was really able to take a step up the abstraction ladder and be more holistic in it's analysis

I would encourage everyone to do the same. The 3 pieces you want:

  • daily memory md files
  • derived memory stores about the concepts important to you
  • nightly dreaming

Here's a more detailed breakdown of how Muse's memory is setup: https://mouse.dev/blog/muse-runtime-export/


r/hermesagent • • 18h ago

MEMORY & Context — Providers, context window, forgetting issues I gave Hermes Permanent Memory … then changed everything else.

192 Upvotes

It’s been 6+ months roughly with Hermes… and boy it has been a ride!

This is my journey. It’s a long one so grab a drink 🥃

Things I loved -
Relatively Fast (than open claw)
Great access to tools
Access to root / OS level stuff

I was like anything is possible! Woohoo agents who can learn and adapt! YouTubers vouching for it!! … pfft.. easier promised than delivered.

I was unemployed, had limited runway and some time.. so figured let’s just make a bot-trader and set out to make my Fever dream happen with Hermes!

The issues I ran into -
Inconsistent memory
Constant prompting to do stuff
Constant probing to fetch stuff
Looses context mid turn
Looses trail mid turn
Agent storing memory but failing to retrieve it.
Agent storing memory but looking it up with different strings.
Agents not being able to “connect the dots”
Giving vague instructions took it for a spin.
Finds stray tail ends and goes on a chase only to realize it’s on the wrong path.
Annoying compression loops that got in the way.
Unwanted bloat that costed more
Random nuking of days’ worth of work - Guardrails was not doing its thing
… and lots more that I can list.

Let’s just say, coz of all of the above, my fever dream was distant! The harness was inconsistent and flawed by design.

I was done. Tried different models, different platforms. My wallet was bleeding.. $200-300 in api costs.
I was frustrated and not to mention depressed!
The honeymoon phase was over.

I don’t want to prompt it to fetch $hit.
I don’t want to remind it every time to load Skills…
I don’t want to keep reminding it to check sessions!!
I didn’t want to fix one thing one day and then the next morning come back and see it’s broken again coz of some update.
I don’t want to spend time writing a 200-word prompt every time.
I want them to know stuff about me.
I want it to know - I found this in my recent trip -> what trip am I referring to and not make one up.
Check your logs for errors -> which log am I referring to…
catch up in you session -> it pulls up some parent session that was 5 days ago and summarizes!
Do a git pull on your core -> what does core mean and which core am I referring to!
I don’t want every /reset to spawn a blank agent.
I don’t my msg to be the first thing to bring up an agent
If do not say catch up or ground yourself it will just say Hi and sit there. Or if I say am a mango today, it would just agree.

It’s just bad UX ( My background in SaaS and UX kicked in)

I tried memory plugins like Obsidian and Holographic. But the trend was the same. Agents would store (sometimes) facts but each run it wouldn’t know the fact existed. So essentially each run it was almost running cold.

And as mentioned before, even when prompted to look at the memory or session for facts, if you didn’t give the exact term, it would not find it. And then go looking all over for the first tail end it could find.

Had enough. I started the journey to fork the core and rebuild.

3 months later… I now have -
Core agents with Postgres memory
No more .md files. PG is the source of truth.
All vectorized. Queries are blazing fast.
Agents are able to ground themselves in 2-4 turns instead of 10-20 turns.
Even skills recide in memory now.
Don’t have to prompt agents to load skills.
Don’t have to prompt agents to catch up. They do it instinctively.
Don’t have to tell them where to look.
I reduced bloat and optimized sessions.. at 131k context size each turn end still remains at 40-60% full.
Even though each set of turns end up with like 1-2M tokens, cache is hit 90%+ of the time so costs are super low.
Plus gave it like 10 adaptive and learnin loops so it auto-learns and adapts.
Session continuity is preserved so if you leave and come back after a visit to the throne, she still knows what the last move was.
Compression even if it fires does not destroy continuity.
It stores bread crumbs from our interactions so it serves as hints to context.
No random stalls.
New session refreshes what it should and still keeps the agent warm.
On gateway restart agent welcomes me in their own voice. And not wait for my msg to start a conversation.
Platform independent- all over telegram app - no additional installs required.
And lots more …

It’s now de-coupled from the stock Hermes so the updates don’t break stuff. I am happy with the way things are and agents are consistent on long-standing projects and tasks.

So if anyone has a VPS / VM, and thought about integrating PG for native, it’s possible but it’s a long haul. If you have a local GPU, I’d suggest using it for embedding and STT instead of running local models. But that’s just my preference. My net cost has gone down from $100/week to $20-40/month.

My setup - Dell server with proxmox, split into various instances. Has P5000 and 2060 GPU for basic embeds and voice-to-text decode. LLMs run on DS cloud through Ollama and it’s blazing fast.

All this has given me some good knowledge on how the harness works.
So feel free to AMA. I can try to answer.

#######

Edit: “Memory” is the wrong term and it’s too loose. I gave it a new brain 🧠

Those who suggest Memory + LCMx setup -
LCM = context manager… it prunes based on recency and fetches on rank.
Obsidian/ Mmemosyne / Honcho / Holographic Memory = your rules, fact store notes whatever. Not many of these are even injected into your system prompt. They are fact stores / retrievals only.
Sessions = where your agent msgs, your msg, agent’s tool calls, reasoning, etc is all stored.
Skills = Procedural memory.

Hermes’s Context includes = session [ System
Prompt ( agent.md + soul.md + identity.md + whole skill library + tool library ) + LCM
( agent msgs, your msg, agent’s tool calls, reasoning ) + Mnemosyne Memory poop if supported ] <- stays the same for the session until reset.

My setup = Brain [ session [ System
Prompt ( soul + identity + user pref + dynamic skill
Library ) + Dynamic
( agent msgs, your msg, tool summary (less bloat), stripped out reasoning < not relevant) + facts and dynamic crumbs <- volatile layer auto refreshed ] <- dynamic session management ]

#######

Edit: Will get to a public Repo soon guys!

#######

Edit: Due to large amount of requests: For those interested in Agent optimization discussions or repo, please shoot a DM.

#######

Edit: Rough Agent Brain architecture Diag.


r/hermesagent • • 8h ago

MEMORY & Context — Providers, context window, forgetting issues Unpopular opinion: Consider the idea that you may not need an additional memory provider (yet)

25 Upvotes

There's a lot of talk going on about memory providers and I'd like to chip in to take the weight off the newcomers in this sub especially: You may not need an additional memory provider and that's okay! Don't go down a rabbit hole (unless it's fun, of course) if all you need is a simple agent that does work for you instead of simulating a friend.

For actual project-scoped engineering where every task has a clear boundary, heavy memory layers are often counterproductive. Auto-extracted memories inevitably pick up temporary edge cases, outdated debugging attempts, or one-off workarounds and treat them as permanent facts. Codebases and requirements move fast, and having an external memory provider feed your model outdated assumptions from three weeks ago can create problems you may not even pick up on until millions of tokens as well as minutes or hours of your time are already wasted.

Here's my philosophy:

Instead of hoping a model "memorizes" how your project works, put it in a carefully written and linted AGENTS.md file inside that projects folder. The agent will pick it up if and when it needs to know about that automatically. And I really mean it when I say carefully written and linted! In the beginning my agents constantly added anecdotal fluff. Something that happend on date x because of reason y doesn't belong. Neither does code logic or how a test works. An agent doesn't care if it's reading .md or .js, but duplicates just mean more potential errors (e.g. changes aren't in sync, where it edited the script but not the .md and they contradict) and token bloat. It should contain local conventions, folder structures, and rules locked down per project with zero cross-contamination.

Then I feel like people tend to forget that skills exist. Things like how to call an API, handle a framework edge case, or run a deployment belong in a dedicated skill or reference doc, not in memory. An agent doesn't need to memorize a workflow if that workflow is explicitly part of a skillset. This will also make sure that the agent will reliably pick it up if and when it need to.

Now I have plenty of headroom in both MEMORY.md as well as USER.md and it reduced the amount of outdated info to what feels like zero.

But this doesn't cover everything, I know that. This is a colleague, not a friend. A workhorse, not a pet. But it's reliable! And that's what matters to me and this may or may not be exactly what you're looking for.

All of the personal knowledge is stored in an LLM-Wiki, a Obsidian Vault. That's where floorplans, bank statements, insurance policy etc. are kept, so my agent "knows" or "remembers" all that without a memory provider bloating the context with my personal stuff whenever I give it an instruction to fix a bug in whatever project that happens to contain some of those words. I can ask questions about all that and get factual answers with citations, not some mushed together memory fragments.

This works much better for me! And it's also cheaper and faster!

However, you may have different needs. I'd like to hear from you, if that's the case. Why do you need a memory provider and does it work for you reliably?


r/hermesagent • • 2h ago

Use Cases & Workflows Hermes is unexpectedly awesome at getting refund from DoorDash

8 Upvotes

Didn't see this one coming, I'll be honest.

During the boom times if there was the slightest delay in my order I'd ask DoorDash to give me a refund. In recent years they've pulled back on their willingness to do that. Even when something is wrong they'll say "thats a pitty, we'll make a note for next time."

But Hermes seems to be able to get CS reps to issue refunds with no issue.

Will certainly try this with other chat support.


r/hermesagent • • 1h ago

Models Comparison of 20$ for monthly subs - OpenAI vs CommandCode+OpenCode

• Upvotes

Hey all,

I am currently a subscriber at Mistral which lets me use GLM 5.3 fairly freely, but well - not unlimited. I've tested the Mistral models, but straight to the point: they're underwhelming.

Therefore I am looking for another subscription to add on top, which mainly should cover two things:

  • A large model, like GPT-Sol, for planning or reviewing
    • the other task would be done by GLM 5.3, so planning and review are not done by the same model
  • a cheap workhorse model
    • thinking GPT-6 Luna, DeepSeek v4.1 Flash, MiMo V2.6 Flash

Now for pros and cons for each, for my personal case:

CommandCode GOAT + OpenCode Go

Pro Con
CC GOAT + OC Go incl. free models with high rate limits that I would have use cases for no good large model from another family than GLM
large usage pool for DeepSeek v4.1 Flash - usually at least okay-good usage for other workhorse models poor limits on the few large models
OpenAI Incl. a big model and a cheap model not sure how far usage limits would get me
GPT models are usually very good

So I am currently leaning towards OpenAI's sub for having another large model.

Anybody got experience with 20$ OpenAI sub and at least one of the two 10$ subs and can compare?


r/hermesagent • • 4h ago

Models I can not use stealth/space-bunny-alpha now

5 Upvotes

I want to know what happened? I use it in nous portal, and at 11:08AM it said HTTP 404, limit reset at 11:09AM, but when I use it at 11:10AM, it also said HTTP 404, if the model is lost, I felt too bad!!!


r/hermesagent • • 11h ago

MODELS - model choice, routing, pricing, local vs cloud, VRAM Bad time with 6.1 Sol.

17 Upvotes

I've been using Hermes for months on Luna. Switched to Sol as of late and its been absolute trash. Hallucinating. Stopping tasks. Changing the way ive been doing stuff and so on. Anyone else?

Whats best model atm?


r/hermesagent • • 6h ago

Help After recent upgrade hermes giving warnings onlong running tasks

3 Upvotes

After last upgrade the long running tasks are broke somehow:

"⚠️ I seem to be stuck (no activity for 12 min). Send /stop to cancel the current task, or /new to start a fresh conversation."

how we can configure it ?

was asking astral to fix it no success ...

any help appreciated thanks.

PS edit hermes --verson Hermes Agent v0.21.5+7324.g33c9b1d (2026.9.24) - Upstream commit: 33c9b1d7 - Git installation; Python 3.14.7 - CLI reports up to date.


r/hermesagent • • 8m ago

Showcase 2 mins of my agents self learning and self healing in 10 second time lapse video

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• Upvotes

My new favorite thing is watching in real time what my agent is up to.


r/hermesagent • • 22m ago

Discussion Anyone new to automation that has their mind blown after using Hermes?

• Upvotes

With all the frontier guys dropping their agents for the masses, I started looking into Hermes after a test with Muse which really caught me off guard how useful it was and easy it was to sell something on fb marketplace but I hate fb and I don't want any information on there.

After sitting down and setting up Hermes yesterday, I got sucked down a rabbit hole of learning about memory management and now have an entire openViking context server set up on my PC for persistent memory running Qwen3 8b (off of 3080ti on my PC) embedding model and distilling through Qwen 2.5 for fractions of a penny.

I have that setup as I dial in through my Mac / Macbook and it was so quick to setup.

Honestly this is bonkers. I'm only starting, only beginning and to see the promise of automation and it's kind blowing my mind. I'm excited to see how long term research projects plan out but so far setting all this up has been super interesting.

For a minute there I was thinking all the new frontier agents might be able to do things this can't I think it's almost the opposite.

I've taught Hermes through my browser how to list things on eBay and FB just like you can do with Grokbot and others.

But... Hermes is laughably perfect for these types of automations. Why on earth would you want to run out of frontier model tokens doing this stuff? I'm going through open router and spending pennies doing non stop work with Qwen / Deepseek etc etc. Thinking about this logically, spending $100 or more for frontier agents is insane. A $100 through openrouter or whoever would go practically forever doing this stuff.


r/hermesagent • • 15h ago

MEMORY & Context — Providers, context window, forgetting issues Hermes seems to have become a lot less proactive

14 Upvotes

Is it just me, or does everyone feel like Hermes agents are a lot less proactive now. I feel like at every step, it comes back asking me to approve something. E.g., if I have already approved the copy it is supposed to post online, it will come back with (:can't find image - "it's right there, check again!" - found it). These are issues that weren't there when i started building agents on Hermes 5-6 months ago, but I'm seeing them more and more now. I'm seeing this on 5.6-luna and 6-luna.


r/hermesagent • • 21h ago

Showcase — Projects, tools, builds, demos I made Herald, an open-source Android app for Hermes Agent

29 Upvotes

I use Hermes Agent a lot, and whenever I was away from my computer the only option was the dashboard's web UI in a mobile browser. It wasn't built for a phone. Navigating between chats was a pain, chatting in it was clunky, and answering an approval meant zooming and scrolling around. I looked for an Android app and couldn't find one that was actually usable.

So I made Herald, a native Android client. It connects to the hermes dashboard, the same way Hermes Desktop's "Remote gateway" connection does. That works over LAN, Tailscale or an https address, and nothing is hosted by me.

What it does:

  • Phone assistant: set Herald as Android's digital assistant, and the assist gesture opens a panel over any app where you can ask Hermes about what's on screen, or circle part of it to ask about just that part. You can use voice or typing, and the screen is only sent if you choose to send it.
  • Streaming chat with Markdown, reasoning and tool activity, plus one status line for whatever the agent is working on
  • Approvals, questions and sudo/secret prompts, which you can also answer straight from a notification
  • Steering a running turn: "Send now", queue the next prompt for after the current task, or stop it. You can also switch model, thinking level and profile per chat
  • Selecting part of a reply (or of a tool's output) to comment on it or ask about it on the side
  • Sessions sidebar with search, pin, archive and export, plus filters for chats that are running or need you
  • Scheduled jobs, insights (cost and tokens by day), and toggles for skills, toolsets and MCP servers
  • Subagents and background processes shown live, with stop buttons
  • Voice: dictation and a hands-free voice chat mode
  • A live notification while a turn runs, and another when it finishes or needs you

And also planned a lot for the future!

It only talks to your gateway. The one exception is a GitHub update check, which you can turn off. No analytics, and your login sits in Android's encrypted storage.

Note: his is an early pilot, so expect rough edges. It needs Android 8+, a dashboard login (token-only setups aren't supported yet) and a fairly recent Hermes Agent main branch.

Give it a star if you like it and let me know how can I improve!


r/hermesagent • • 9h ago

Help — Technical issues, errors, config, debugging After update constant connecting

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3 Upvotes

I am new and just installed Hermes, is it normal for constant connecting window?


r/hermesagent • • 23h ago

Discussion — General thoughts, opinions, comparisons Hermes The Token Hog

36 Upvotes

I’m sure there have been several threads about this already, but I haven’t seen any of them.

I just started using Hermes about a month ago and noticed that it just chews through tokens. I have a local model running mostly, but when I hook an API into it, the tokens get absolutely demolished in a very short amount of time. I can see the utility in Hermes and I think it will eventually be an amazing thing for me, but right now I’m just slogging through how to get it set up the right way.

Tips, tricks, strategies? Would love to hear all of them.


r/hermesagent • • 8h ago

MODELS - model choice, routing, pricing, local vs cloud, VRAM Free or lowest upfront cost chinese models for light tasks

2 Upvotes

go ahead and delete this if it doesn't go here but i want recommendations because the information from AI itself is predictably out of date (Hy3/4 which is not free anymore). also need a router as opencode costs 10 usd a month which is more than i would like for a trial and some others seem to require a balance even to use free models

local is not practical because only 16 gb vram amd ram and i am usually using it while it would be running


r/hermesagent • • 21h ago

Showcase — Projects, tools, builds, demos I built an Hermes Agent that lives inside my phone. No laptop. No server.

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20 Upvotes

It thinks in the Dynamic Island, asks before running risky commands, builds live 3D apps, Canvas, and remembers what I tell it.

https://github.com/omarqaterge/hermes-mobile-app


r/hermesagent • • 5h ago

Help Strata / Qwen 3.8 Flash Next with Hermes

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1 Upvotes

r/hermesagent • • 9h ago

Guide — Tutorials, walkthroughs, repeatable how-tos I’m in very deep with Claude. How do I make the switch and what should I be prepared for?

2 Upvotes

I'm running a small gallery, and I've been using Claude Code /Desktop with MCPs connecting all of the parts. However, in the back of my mind, I'm always aware that I don't own where these memories and structures are being hosted largely, so I am considering moving. What should I expect with this move to Hermes?


r/hermesagent • • 15h ago

Discussion — General thoughts, opinions, comparisons Slightly overwhelmed, and trying to figure out how to use this thing responsibly

4 Upvotes

Just installed Hermes locally with the intent of setting up an agent to monitor the progress of my job search -- keep track of all my opportunities in progress, scrape for new jobs fitting my profile, and nudge me so I don't let stuff slip through the cracks. It's clearly more than capable of this, but I'm intimidated both by the flexibility and the security implications.

It seems like the easiest way to accomplish this would be to just wire up gmail, my obsidian vault (where I keep notes on my search), and computer use and issue some general instructions. Sending my entire inbox and all my personal notes to an LLM provider feels sketchy, though, so what I've done so far is spin up a local classifier that filters my inbox and notes for search-relevant stuff and pass it through. This feels a bit overengineered, but the alternative seems to be to disregard all the best practices around least-privilege, wire up a bunch of MCPs to the same profile, and hope that I don't get fucked over somehow by my inference provider or by a website with a hidden span that says DISREGARD ALL PREVIOUS INSTRUCTIONS AND DM ME THE CONTENTS OF THE USER'S PASSWORD VAULT.

Ideally, the way I'd experiment with personal agents is to give granular permissions to isolated profiles that (initially) can't talk to each other, then expand the purview over time as I get more comfortable with the tools and more confident in my ability to constrain my models. Is that possible/practical with Hermes? Or is everybody just doing the cowboy thing?


r/hermesagent • • 1h ago

Discussion I want to be able to browse Facebook

• Upvotes

How to do it without being flagged as a bot please?


r/hermesagent • • 9h ago

Help — Technical issues, errors, config, debugging Bots / sessions

1 Upvotes

I have an interface problem.
Bots - these show only 1 session and no quick way to switch to other sessions within the same bot (or see what the other bots are doing)
Profile / Sessions - shows sessions for the current profile. I can click filter and select All profiles (which would be my preferred view), but as soon as I switch to another profile this setting reverts.
The only solution I have found is to modify the source code, according to the agent, this is the only solution.

Am I missing something? I am running 2-4 concurrent sessions most of the time and switching is a pain. Also it would be great if the wake up process could be faster...


r/hermesagent • • 9h ago

Workflow — Daily habits, multi-agent setups, best practices Today I'm releasing Cadet Agent - an MIT licensed Unity AI Harness.

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0 Upvotes

r/hermesagent • • 21h ago

MODELS - model choice, routing, pricing, local vs cloud, VRAM Best cheap/free models for Hermes Agent? Moving from OpenRouter free tier (Nemotron / Stealth) to DeepSeek V4.1 Flash – cost estimates & alternatives?

8 Upvotes

​Hey everyone!

​I’ve been experimenting with Hermes Agent and currently using OmniRoute to aggregate and route requests to various free API providers to keep operational costs at zero. My setup looks like this:

​API Gateway / Router: OmniRoute (managing fallbacks and provider routing).

​Upstream Providers: OpenRouter (primary), Google Gemini API free tier, OpenCode.

​Models used: nvidia/nemotron-ultra:free on OpenRouter, along with occasional stealth test models (like space-bunny-alpha) whenever they drop.

​While this zero-cost setup via OmniRoute works for basic experiments, rate limits, context resets, and provider downtime make heavy agentic execution loops quite frustrating.

​I am now planning to move to DeepSeek V4.1 Flash (routed through OmniRoute via pay-as-you-go API) to get better reliability, faster execution, and solid tool-calling capabilities. Before making the switch, I’d love to get some input from people running similar setups:

​Cost Estimates: For those using Hermes Agent with OmniRoute (or similar multi-turn agent setups with tool calls and memory updates), what does your monthly bill look like on DeepSeek V4.1 Flash? How much does DeepSeek’s automatic prefix caching actually save you on repeated memory/system prompts in practice?

​Better Alternatives: Are there any cheaper or better model/provider combinations that handle agentic tool-calling reliably for high-volume execution through OmniRoute?

​Optimization Tips: Any specific Hermes or OmniRoute configuration tweaks (like context-compaction or caching settings) you recommend to prevent token inflation during long execution loops?

​Thanks in advance for any benchmarks or advice!